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CURRICULUM VITAE
PERSONAL INFORMATION
Name :
Address :
Tel
:
Email :
Website:
Siti Mariyam Binti Hj. Shamsuddin
Faculty of Computing, Universiti Teknologi Malaysia.
(07)-5538973
[email protected]/[email protected]
http://gmm.fsksm.utm.my/~mariyam
EDUCATION
May 2000
Feb 1991
May 1989
Ph.D. (Artificial Intelligence & Pattern Recognition)
Universiti Putra Malaysia (UPM)
MSc (Mathematics), New Jersey USA.
BSc (Mathematics), New Jersey USA.
WORKING EXPERIENCE
November 2008 – Present
Machine Intelligence Research Labs (MIR Labs)
June 2009 – Present
Professor & Head Soft Computing Research Group, K-
Economy Research
Malaysia
16 Dec 2006 – May 2009
Alliance,
Universiti
Teknologi
Head of R &D Cluster of Electronics & ICT, Universiti
Teknologi Malaysia
Aug 2001 – 15 Dec 2006
Head Department of Computer Graphics
Multimedia, Faculty of Computer Science
Information System, UTM.
&
&
2003 – 2013
Finance Auditor, Malaysian Mathematical Sciences
Society (PERSAMA).
2003 – 2006
Conference Chairman, ACM SIGGRAPH Professional
Kuala Lumpur Chapter.
1993 – Present
Consultant for Mathematical Soft Computing Research
Group, UKM.
2009 – Present
Editor-in-Chief, International Journal of Advances in
Soft Computing & Its Applications (http://www.icsrs.org/ijasca indexed in SCOPUS).
2009 – Present
Editor-in-Chief, International Journal of Information
Sciences
and
Computer
Engineering
(http://www.ijisce.org/).
2008 – Present
Associate Editor, International Journal of Open
Problems in Computer Science & Mathematics
(http://www.ijopcm.org/)
2009 – 2011
Associate Editor, Journal of Artificial Intelligence,
Science Alert Publisher (http://scialert.net/).
2009 – 2011
Editorial Board,International Journal of Advancements
in Computing Technology(http://www.aicit.org/ijact)
2003 – Present
Editorial
Board,
Journal
of
Communication Technology, UUM
Sept 2006 – July 2011
Editorial Board Journal of Technology, UTM
2001 - Present
IEEE member
2002 – Present
ACM SIGGRAPH Member
1996 - Present
Malaysian Mathematical Society (PERSAMA)
Aug 2013 – Present
EXCO Malaysian Mathematical Society (PERSAMA)
2000 - Present
American Mathematical Society
2007 – August 2008
Research Fellow, Institute of Fundamental Studies,
Ibnu Sina UTM
2007 – 2009
Research Scholar, Soft Computing in Several
Mathematical and Financial Problems (Research
University Grant, UKM – RM450,000).
Information
and
2
Nov 2006 – Mac 2007
Guest Editor International Journal of Virtual Reality, IPI
Press, USA
Dec 2002– July 2004
Consultant For Smart Web Caching with 3ntity Sdn.
Bhd.
2nd May 1991 - Oct 1996
Lecturer, Faculty
Technology, UKM.
March 1991 - April 1991
Research
Malaysia.
July 1988 - May 1988
Library Assistant, Fairleigh Dickinson University, New
Jersey, USA.
Sept 1987 - Dec 1990
Computer Assistant, Fairleigh Dickinson University,
New Jersey, USA.
Assistant
of
Information
at
Universiti
Science
and
Kebangsaan
INTELLECTUAL PROPERTY
2013
1. A Method for Training A Radial Basis Function Network (Filing No: PI2013700044)
2011
1. A Hybrid Parameterization Method for Generating Smooth NURBS Surface (Malaysian
Patent - MY 142860-A).
2. Mobile Web Pre-Fetching System (PI 2010006208)
2010
1. Moment-Based Discretization for Forensic Document Analysis (drafting).
2. Immune-Based Classifier for Writer Identification (drafting).
3. Method and System for Authorship Invarianceness in Forensic Document Analysis
(drafting).
2009
1. Method and Program Product for Constructing a Surface for Complex Surfaces
(PI 2009 0962).
2. Method and Program for optimizing a Surface Fitting (PI2009 0963).
3. A Method and system of Sequence Hybridization of Nonlinear Time Series data (PI2009
1133).
4. Method and System for Intelligent Web Caching (PI2009 3236).
5. Pendiskretan Set Kasar Menggunakan Ta’akulan Boolean (Copyright 2009).
6. Experimental Design in Computer Science (Uncover the Hidden Knowledge for Better
Investment (Copyright 2009).
7. Publish Your Paper to Impact Factor (Index) Journal/Proceeding (Copyright 2009).
8. Artificial Immune System for Detection of Syariah Compliance Composite Index Trading
(Copyright 2009).
9. Data Normalization & Data Discretization for Intelligent Classifier (Copyright 2009).
10. Artificial Intelligence Research Research: Current and Future Trends.
3
11. Research Motivation – Uncover Hidden Knowledge for the Betterment of Muslim
Community (Copyright 2009).
12. Research Methodology (Project I) (Copyright 2009).
13. Research Methodology (Chapter I: Thesis Organization) (Copyright 2009).
2008
1. Method and System of Missing Data Imputator (PI 2008 0706).
2. Automated Multilayer Perceptron with Generic Particle Swarm Generation (Copyright
2008)
3. Automated Generic Particle Swarm Generation (Copyright 2008)
4. Modified Backpropagation Learning with Control Hidden Layer (Copyright 2008)
5. Modified Cost Error Function of Backpropagation Algorithm (Copyright).
6. AUTONOMOUS SPY (Copyright 2008).
7. Sorotan Kajian Pembaikan Algoritma Pembelajaran bagi Rangkaian Saraf Buatan
(Copyright 2008).
8. Kesan Pendiskretan Terhadap Operasi Pengelasan, Pengecaman dan Pengenalpastian
(3P) (Copyright 2008).
9. Kesarjanaan Di dalam Bidang Teknologi Maklumat/Sains Komputer (Copyright 2008).
10. A Basic Course on PSO (Copyright 2008).
11. Data Mining: Concepts & Techniques (Copyright 2008).
12. Structure & Writing Style for Academic Paper (Copyright 2008).
2007
3. A Hybrid Parameterization Method for Generating Smooth NURBS Surface
(PI 2007 1900).
4. Immune-Based Anomaly Detecting Methods and System (PI 2007 1990).
5. ImmA-D (Copyright 2007).
2006
1. BIO-CACHE (Copyright 2006).
2005
1.
2.
3.
4.
ASHUM Predictor (Copyright 2005).
Data Manipulator (Copyright 2005).
Data Discretizer (Copyright 2005).
BAHTERA MODELER (Copyright: 7th September 2005).
AWARDS
2013
1. Anugerah Majlis Penerbitan Ilmiah 2012 (MAPIM) - Kategori Makalah Terbaik Sains
Teknologi dan Perubatan, 30 April 2013 JW Mariot Putrajaya.
2. Finalis Anugerah Penulis Jurnal Berindeks, CITRA KARISMA 4 Julai 2013, DSI UTM.
4
2012
1. Cumulative Impact Factor Award (K-Economy Research Alliance - RAKE) Citra Karisma
3 Julai 2012, Universiti Teknologi Malaysia.
2. Best Participants for the Soft Computing Research Group (SCRG), Postgraduate Annual
Research Progress, Faculty of Computing, 27-29 November 2012.
2011
1. Malaysian Technology Expo, 18th-20th Febuary 2011, PWTC (Silver Medal: Autonomous
Mobile Web-Cache, Researcher).
2. Taipei International Invention Show and Technomart (INST 2011) in Taipei City, Taiwan,
29th August – 2nd October 2011, International (Silver Medal, Researcher).
3. Special Award from INOVA-BUDI UZOR 2011 Organizing Committee, Croatia, 2011
Taipei International Invention Show and Technomart (INST 2011) in Taipei City, Taiwan,
29th August – 2nd October 2011, International.
4. Diploma Award from Association “Russian House for International Scientific and
Technological Cooperation” for 2011 Taipei International Invention Show and
Technomart (INST 2011) in Taipei City, Taiwan, 29th August – 2nd October 2011,
International.
5. Diploma Award from International Business Assistance Office Eurobusines-Haller
(Poland) for 2011 Taipei International Invention Show and Technomart (INST 2011) in
Taipei City, Taiwan, 29th August – 2nd October 2011, International.
6. Bronze Medal Award for Cyber International Genius Inventor Fair 2011(CIGIF 2011) in
Seoul, Korea, 25th August 2011, International.
7. Finalist Citra Karisma 2011,Universiti Teknologi Malaysia, Best Research Award Category
2010
1. Industrial and Technology Exhibition Award (INATEX), 5th-7th July, 2010, Dewan Sultan
Iskandar, UTM (Silver Medal).
2. Silver Medal, Industrial Technology Exhibition (INATEX 2010), UTM 5 – 7 August 2010
3. Best Paper Award, Radial Basis Function Network based on Time Variant Multi-Objective
Particle Swarm Optimization for Medical Diseases Diagnosis, Postgraduate Annual Seminar,
FSKSM, 22nd June – 25th June 2010 (PARS ’10 – co-author).
2009
1. Anugerah Persatuan Sains Matematik Malaysia, 15 Disember 2009 Hotel Equatorial
Melaka (Rekacipta Terbaik – 3D ALADDIN).
2. Malaysian Technology Expo, 18th-20th Febuary 2009, PWTC (Gold Medal: Eyenoon Researcher).
3. 37th International Exhibition of Inventions, New Techniques and Products, Geneva April
5th -9th, 2009 (Bronze Medal – Eyenoon).
2008
1. Finalist Anugerah Harta Intelek, UTM, 15 March 2008.
2. Anugerah Penyelidik Bersama Naib Canselor, 27 Ogos 2008, Puteri Pan Pacific, JB.
3. Merit Awards for Best Paper Rough Set Granularity in Mobile Web Pre-Caching,
Postgraduate Annual Seminar, FSKSM, 3rd July 2008 (PARS ’08 – co-author).
4. Merit Awards for Best Paper Enhance Term Weighting Algorithm as Feature Selection
Technique for Illicit Web Content Classification, Postgraduate Annual Seminar, FSKSM, 3rd
July 2008 (PARS ’08 – co-author).
5
5. Best Paper Award, Enhance Term Weighting Algorithm as Feature Selection Technique
for Illicit Web Content Classification. IEEE Computer Society Press International Conference
on Intelligent System Designs and Application (ISDA’08), Taiwan 26-28 November 2008 (coauthor).
6. Industrial and Technology Exhibition Award (INATEX), 6th-8th July, 2008, Tapak Konvo
UTM (Bronze Medal, Researcher)
2007
1. International and New Products Exposition, 6-9 June (INSPEX 2007), Pittsburgh, USA
(SILVER MEDAL – Ramedy).
2. Malaysian Technology Expo, 29th-31st March 2007, PWTC (GOLD Medal – RaMeDy:
Rainfall Missing Data Imputator).
3. Malaysian Technology Expo, 29th-31st March 2007, PWTC (Best Research Invention:
RaMeDy: Rainfall Missing Data Imputator).
4. Best Paper Award. 3rd Faculty of Computer Science and Information Systems
Postgraduate Annual Research Seminar (PARS’06), 2-5 July 2007 (Feature Selection using
Rough-PSO in Anomaly Instrusion Detection, co-author).
5. Best Presenter Award. 3rd Faculty of Computer Science and Information Systems
Postgraduate Annual Research Seminar (PARS’06), 2-5 July 2007 (A Review on Learning
Taxonomies from Malay Text Corpora, co-author).
2006
1. Excellence Government Service, 2006.
2. 34th International Exhibition of Inventions, New Techniques and Products, Geneva April
5th -9th, 2006 (GOLD Medal – BIO-CACH: A Biologically Inspired Caching Solution,
Project Leader).
3. Malaysian Technology Expo, 23rd-26th Febuary 2006, PWTC (GOLD Medal – BIOCACHE: A Biologically Inspired Caching Solution, Project Leader).
4. Best Paper Award. 2nd Faculty of Computer Science and Information Systems
Postgraduate Annual Research Seminar (PARS’06), 24-25 May 2006 (An Approach of BioInspired Generalized Shape for Writer Identification, co-author).
2005
1. International Exhibition, Invention and New Product (IENA), 3rd-6th November 2005,
Nuremberg, Germany (Silver Medal – BAHTERA MODELER, Project Leader).
2. International Technology Invention & Exhibition Award (ITEX), 19th-21st May, 2005, Putra
World Trade Center, (PWTC, KL) (Gold Medal – ASHUM FORECASTER, Project
Leader).
3. International Technology Invention & Exhibition Award (ITEX), 19th-21st May, 2005, Putra
World Trade Center, (PWTC, KL) (Silver Medal – BAHTERA MODELER, Project
Leader).
4. Pameran IPTA (PWTC, KL) (Bronze Medal – ASHUM TRADING ANALYSIS, Project
Leader).
2004
1. Industrial and Technology Exhibition Award (INATEX), 6th-8th July, 2004, Dewan Sultan
Iskandar, UTM (Silver Medal, Project Leader).
6
2002
1. Expo on Research in Science and Technology Award, Universiti Putra Malaysia, 30th
August 2002 (Gold Medal, Project Leader).
2. Malaysia Mathematical Sciences Society (PERSAMA), Best Award for Scientific Paper,
23rd December 2002, Pan Puteri Pacific, JB.
2001
1. Excellence Government Service Award, 2001.
2. Industrial and Technology Exhibition Award (INATEX), 6th-8th June, 2001, Dewan Sultan
Iskandar, UTM (Bronze Medal, Researcher).
RESEARCH COLLABORATIONS
1. The Evolutionary Computation Group, School of Computer Science, University of Adelaide
(Professor Bradley Alexander) – Academic Visit to University of Adelaide on the 21st –
22nd March 2013.
2. Data Analytics Group Advanced Computing Research Center (Prof. Dr. Jiuyang Li) University
of South Australia, Academic Visit to University of Adelaide on the 19th – 20th March
2013.
3. GPU Computing, Dr. Noel Lopes University of Coimbra, Portugal - Visiting Professor to
UTM, 3rd – 9th February 2013.
4. Granular Computing, Prof. Dr. Anca L. Ralescu, School of Computing Sciences &
Informatics, University of Cincinnati, OHIO - Visiting Professor to UTM, 26th February –
29 April 2013.
5. Institute of Information Theory and Automation, Praha Rep Czech (Prof. Ing Jan Flusser –
Director) – Academic Visit to the Institute on from 20th – 26th Sept 2013).
6. Cuda Research Center, Czech Technical University, Prague (Prof. Dr. Jan Kybic) – Academic
Visit on the 30th Sept 2013 – 1st Oct 2013).
7. VSB Technical University of Rep Czech (Prof. Dr. Vaclav Snasel)- Academic Visit on the 2nd
Oct 2013 – 3rd Oct 2013.
RESEARCH OF INTERESTS
1. Theory of Soft Computing, Bio-Inspired Techniques and Pattern Recognition
2. Feature Mining, Pattern Recognition & Biometrics
3. Geometric Modelling & Animation
RESEARCH EXPERIENCE
Research/ Main Project Involved (22 years experiences):
1. Two Dimensional Transport Equation Using Explicit Decoupled Group
IRPA, RM350,000.00, UKM, 1991–1992, Completed).
2. Sistem Capaian Dokumen Multilingual (IRPA, 02-07-03-024, RM400,000.00 UKM,
1993–1994, Completed).
7
3. Simple Computer-Aided Design (S-CAD) (UKM, RM468,000.00, 1995–1997,
Completed).
4. Specification of CAD on Malay Costumes, (Project Leader, UKM (RM5000.00, 1996),
Completed).
5. Specification of Mathematical Computing System (A CAD Approach) (ProjectLeader,
UTM (RM5000.00), 1997 –1998, Completed).
6. A CAD Approach in Developing Mathematical Modules on Mathematical
Computing System (UTM, 1998 – 2000, Completed).
7. Higher Order Feature Extraction Techniques on Unconstrained Isolated
Handwritten Mathematical Symbols and Characters (Project Leader, Vot:71704,
2001, Completed).
8. CAGD On Analytic/Syntatic Curves and Surfaces For Object Modelling
(Vot:71764, 2001 - Completed).
9. Classifications and Clustering of Deseasonalized Time Series Data Using Soft
Computing Techniques (Vot:71760, 2001 - Completed).
10. The Development of Feature Extraction and Pattern Matching Techniques for 2D
Images (IRPA Vot 72365, 2002 - Completed).
11. Moment-Based Extraction Techniques on Handwritten Characters
(Vot: 71903, 2003, Completed).
12. Smart Web Caching with Artificial Neural Network (2003 – Completed).
13. Development of Web-Based Non Uniform Rational B-Spline (NURBS) Surfaces
Reconstruction System (Project Leader, IRPA – Vot 74116, 2002-2005 Completed).
14. Development of Intelligent System For Predicting Stock Market Price Returns
(Project Leader, IRPA – Vot 74083, 2002-2005 – Completed).
15. Design and Development of Intelligent Knowledge Discovery System for Stock
Exchange Database (IRPA - Vot 74080, 2002-2005 – Completed)
16. Development Knowledge Management For Adaptive Hypermedia System (IRPA Vote 74129, 2002-2005 – Completed).
17. Mathematical Modelling of The Recombination Capacity of System of
Enzymes Acting on DNA (IRPA RM130,000, Vot 74259: 2004-2007 - Completed).
18. Geometric Function Theory in Theoretical Physics (SCIENTIFIC
ADVANCEMENT FUND ALLOCATION (SAGA),(RM150,000, 2006 –2008).
19. Artificial Life Neural Network Caching for Hypermedia Learning (E-Science Grant)
(RM89,000, Dec 2006 – July 2008).
20. Development of Rainfall Model for Incomplete Hydrological Missing Data
in Malaysia (E-Science Grant – 1 Dec 2006– Dec 2008).
21. Development of Intelligent Tool For Classification and Detection of Poultry Diseases
From Large Inconsistent Data using Machine Learning Techniques (E-Science, 2007)
22. The Integration of Textual and Image Analysis for Intelligent Web Content Filtering
Technique (E-Science, 2007).
23. Analysis of Contour-Based Invariants in Pattern Recognition (FRGS, Project Leader
2007 -2010, Completed).
24. Two Phase BP Learning for Fuzzy Type II Fuzzy Neural Networks (FRGS, Researcher,
RM150,000, 2007 -2010, Completed).
25. Three Term Neural Weight Adaptation for Global Optimum Solution (FRGS,
RM89,000, 2007 – 2010, Completed).
26. Rough-PSO Discretization for Granular Feature Selection (FRGS, RM100,000, 2007 2010, Completed).
27. Immune-Based Anomaly Data Detection (FRGS, RM100,000, 2007 -2010, Completed).
28. A New Mathematical Modeling for 3D NURBS Skinning (FRGS, RM100,000, 2007 2010).
29. A New Deformable Technique with Hybrid NURBS Parameterization (FRGS, 2007 2009, Completed).
8
30. Optimal Pruning Algorithm for Automated Fuzzy Rules Generation (FRGS,
RM100,000, 2007 -2010, Completed).
31. Treatment of Incomplete Hydrological Data (E-Science, 2008 - Completed).
32. Application of a novel Higher Order Neural Network to improve storm water
prediction as precautionary measures to forecast flood disaster in suburban areas (EScience, 2008-2010).
33. The Development of Data Analyzer for Early Detection of Oil Palm Devastating
Fungus (E-Science, 2008-2010).
34. Human Memory System as Artificial Life for Web Browser Caching (E-Science,
RM14K, 2008-2010).
35. A New Hybrid Statistical-Rough Set Based Attribute Reduction Technique (FRGS,
RM50K, 2009-2011).
36. Nurbs Fitting Analysis with Simulated Annealing (FRGS, RM40,000 2009-2011).
37. Modified Lorentzian Function in Weighted Central Moments (FRGS, PI, RM44K 20102012).
38. Grant of The Academy of Sciences for the Developing World (TWAS 2010), Criminal’s Face
Sketch Reconstruction with PSO Growing Grid Kohonen, USD5000.00 (Researcher).
39. An Intelligent Web Proxy Caching Approach Based on Machine Learning (RUG 2011,
PI).
40. Predictive Analytics Tool For Innovative Digital Economy Environment (Topdown
LRGS, PI 2011 - 2014, RM347,712.00).
41. Adaptive Training of Machine Learning for Improving Web Caching Proxy (RUG PI
RM140K, 2013).
42. Research Acculturation Collaborative Effort (RACE)-RM25K).
TEACHING EXPERIENCE
1.
2.
3.
4.
5.
6.
7.
Advance Artificial Intelligence & Bio-Inspired Computing
Discrete Mathematics for Computer Science
C, C++, Fortran Programming and OOP
Numerical Analysis and Optimisation
Geometric Modeling and Fundamental Computer Graphics
Research Methodology for Research Development
Intelligent Graphics Processing
BOOK CHAPTER
2013
1. Siti Mariyam Shamsuddin, Ashraf Osman & Citra Ramadani. 2012. Impact on Weights
Changes for Neural Network Learning, pp: 53-81, Advanced Neural Network Algorithms,
InTech Publisher.
2012
1. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Noorfa Hazlinna Mustaffa,
Cooperative Feature Selection for Improving Multivariate Time Series Forecasting
Performance, in : Huang et al., 2012, Emerging Intelligent Computing Technology and
Applications, Communications in Computer and Information Science (CCIS), Springer,
2012 (ISBN978-3-642-31836-8, 373-381)
9
2. Sarina Sulaiman, Siti Mariyam Shamsuddin & Ajith Abraham. 2012. Implementation of
Social Network Analysis for Web Cache Content Mining Visualization. Computational
Social Networks: Mining and Visualization, Series in Computer Communications and Networks,
Springer pp: 345-376 (ISBN 978-1-4471-4054-2).
2011
1. Nikola Kasabov, Haza Nuzly Abdull Hamed & Siti Mariyam Shamsuddin. 2011.
Quantum-Inspired Particle Swarm Optimization for Feature Selection and Parameter
Optimization in Evolving Spiking Neural Networks for Classification Tasks, Evolutionary
Algorithms, InTech Publisher, pp: 132-148 (ISBN: 978-953-307-171-8).
2010
1. Marlinda Malek, Siti Mariyam Shamsuddin & Sobri Harun. 2010. Restoration of
hydrological data in the presence of missing data via Kohonen Self Organizing Maps,
Modeling, Simulation and Optimization, pp: 13-20, New Trends in Technologies, In-Tech
Publisher (ISBN 978-953-7619-62-6).
2. Norbahiah Ahmad & Siti Mariyam Shamsuddin. 2010. Granular Mining of Student’s
Learning Behavior in Hypermedia Learning System using Rough Set Technique. Studies
in Computational Intelligence: Computational Intelligence fo Technology Enhanced Learning,
Vol. 273, Springer-Verlag, pp:99-124 (ISBN 978-3-642-11223-2; DOI: 10.1007/978-3-64211224-9_5).
2009
1. M. Hadi Mashinchi & Siti Mariyam Shamsuddin. 2009. Three Term Fuzzy
Backpropagation. Foundation of Computational Intelligence: Studies in Computational
Intelligence, Springer Berlin/Heidelberg, Vol 201/2009, ISBN: 978-3-642-01082-1, pp: 143158 (ISI Web of Science)
2. Sultan Noman, Siti Mariyam Shamsuddin & Aboul Ella Hassanien. 2009. Hybrid
Learning Enhancement of RBF Network with Particle Swarm Optimization, Foundation of
Computational
Intelligence:
Studies
in
Computational
Intelligence,
Springer
Berlin/Heidelberg, Vol 201/2009, ISBN: 978-3-642-01082-1, pp: 381-397 (ISI Web of Science)
3. Sarina Sulaiman, Siti Mariyam Shamsuddin and Ajith Abraham, Rough Web Caching,
Rough Set Theory: A True Landmark in Data Analysis, Studies in Computational
Intelligence, Springer Verlag, Germany, ISBN 978-3-540-89920-4, pp. 187-211, 2009, (Web
of Science).
2008
1. Marlinda Bt. Abdul Malek, Sobri Bin Harun & Siti Mariyam Shamsuddin. 2008.
Imputation of missing daily rainfall data with Unsupervised Neural Network. UTM
Press.
INTERNATIONAL JOURNAL
2013
1.
2.
Zahra Bahesti, Siti Mariyam Shamsuddin & Shafaatunnur Hasan. Median Oriented Particle
Swarm Optimization. Applied Mathematics and Computation, 219:5817-5836, Elsevier (IF: 1.338).
Sultan Noman Qasem, Siti Mariyam Shamsuddin, Siti Zaiton Mohd Hashim, Maslina Darus,
Eiman Al-Shammari. Memetic multiobjective particle swarm optimization-based radial basis
function network for classification problems. Information Sciences, Elsevier, Vol. 239:165-190,
IF:3.643).
10
3.
4.
5.
6.
Sajad Farokhi, Siti Mariyam Shamsuddin, Jan Flusser & Usman Ullah Sheikh. Rotation and
Noise Invariant Near Infrared Face Recognition by means of Zernike Moments and Spectral
Regression Discriminant Analysis. Journal of Electronic Imaging (IF:1.061).
Einallah Salehi, Siti Mariyam Shamsuddin, Koorosh Nemati. A Linear Time Complexity of
Breadths-First Search Using P System with Membrane Division. Mathematical Problems in
Engineerin, pp: 1-11, Hindawi Publisher (IF:1.383).
Razana Alwee, Siti Mariyam Shamsuddin & Roselina Sallehuddin. 2013. Hybrid Support
Vector Regression and Autoregressive Integrated Moving Average Models Improved by
Particle Swarm Optimization for Property Crime Rates Forecasting with Economic
Indicators. The Scientific World Journal, Hindawi Publishing Corporation, pp: 1-11 (IF: 1.73)
(http://dx.doi.org/10.1155/2013/951475).
Falah Falah .Y.H. Ahmed & Siti Mariyam Shamsuddin & Siti Zaiton. 2013. Improved
SpikeProp for using Particle Swarm Optimization (PSO). Mathematical Problems in
Engineering, Hindawi Publishing Corporation (to appear, IF:1.383).
7.
8.
9.
Zahra Bahesti, Siti Mariyam Shamsuddin & Shafaatunnur Hasan. CAPSO: Centripetal
Accelerated Particle Swarm Optimization. Information Sciences, Elsevier (Accepted to be
published IF: 3.643).
Zahra Bahesti, Siti Mariyam Shamsuddin & Siti Sophiayati Yuhaniz. Enhancement of
Artificial Neural Network Learning using Centripetal Accelerated Particle Swarm
Optimization for medical diseases diagnosis. Accepted in Soft Computing Journal, Springer
(IF:1.124).
Vazeerudeen Abdul Hameed, Siti Mariyam Shamsuddin, Anca Ralescu. Faster Computation
of Non-Zero Invariants from Graph Based Method. Accepted in Neurocomputing, Elsevier (IF:
1.634).
2012
1.
Zahra Bahesti, Siti Mariyam Shamsuddin & Siti Sophiayati Yuhaniz. (published on line
2012). Binary Accelerated Particle Swarm Algorithm for Dicrete Problems. Journal of Global
Optimization, Springer (IF: 1.196).
2.
Waleed Ali Ahmed & Siti Mariyam Shamsuddin. 2012. Intelligent Naive-Bayes
Approaches for Web Proxy Caching. Knowledge Based System, Vol: 31, pp:162-175 (IF:
2.422).
N. Qasem and S. M. Shamsuddin (2012), Multi-objective Hybrid Evolutionary
Algorithms for Radial Basis Function Neural Network Design., Knowledge-Based Systems,
Vol. 27, pp: 475-497 (Impact Factor: 2.422).
B. Mohamed & S.M. Shamsuddin. 2012. Improvement in twins handwriting
identification with invariants discretization. EURASIP Journal on Advances in Signal
Processing, Vol. 48, pp: 1- 12 (Impact Factor: 0.81).
Waleed Ali Ahmed & Siti Mariyam Shamsuddin. 2012. Intelligent Web Proxy Caching
Based on Machine Learning. Decision Support System, Vol. 53, pp: 565-579 (IF: 1.687).
D. F. Sameon, S. M. Shamsuddin, R. Sallehuddin & A. Zainal. 2012. Compact
Classification of Optimized Boolean Reasoning with Particle Swarm Optimization.
Journal of Intelligent Data Analysis, IOS Press, 16(6):915-931 (IF: 0.44).
Sajad Farokhi, Siti Mariyam Shamsuddin, Jan Flusser & Usman Ullah Sheikh. 2012.
Assessment of Time-Lapse in Visible and Thermal Face Recognition. International Journal
of Computer and Communication Engineering, 6: 181-186 (IF:0. 64).
3.
4.
5.
6.
7.
2011
1. Sultan Noman & Siti Mariyam Shamsuddin. Radial Basis Function Network based on
Time Variant Multi-Objective Particle Swarm Optimization for Medical Diseases
Diagnosis. Applied Soft Computing, 11(3):1427 -1438, Elsevier (WOS and Scopus Indexed,
Impact Factor 2.084).
11
2. A. Ghanizadeh, A. A. Abarghouei, S. Sinaie, P. Saad, and S. M. Shamsuddin. 2011. Iris
Segmentation Using an Edge Detector Based on Fuzzy Sets Theory and Cellular
Learning Automata. Applied Optics. 50(19), 3191-3200 (Impact Factor: 1.71).
3. Mohd Zakree Ahmad Nazri, Siti Mariyam Shamsuddin & Azuraliza Abu Bakar. 2010. A
Hybrid Approach for Learning Concept Hierarchy from Malay Text using
Artificial Immune Network. An International Journal of Natural Computing, Springer
4.
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6.
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10.
11.
12.
13.
14.
10(1):275-304 (Scopus).
W. Ali, S. M. Shamsudin & A. S. Ismail. 2011. Web Proxy Cache Content Classification based
on Support Vector Machine. Journal of Artificial Intelligence, 4(1): 100-109, ISSN 19945450/DOI:10.3923/jai.2011.100-109 (Scopus)
Bayan Omar Mohammed & Siti Mariyam Shamsuddin. 2011. Feature Discretization for
Individuality Representation in Twins Handwritten Identification. Journal of Computer Science,
7 (7): 1080-1087, ISSN 1549-3636, Science Publications (Scopus)
Waleed Ali Ahmed, Siti Mariyam Shamsuddin & Abdul Samad Ismail. 2011. A Survey
of Web Caching and Prefetching. International Journal of Advances in Soft Computing and Its
Applications, Vol. 3(1), March 2011, pp: 18-44, ISSN 2074-8523; Copyright © ICSRS
Publication (Scopus).
H. S. Pheng, S. M. Shamsuddin & S. Kenji. 2011. Application of Intelligent Computational
Models on Computed Tomography Lung Images. International Journal of Advances in Soft
Computing and Its Applications, Vol. 3(2), July 2011, pp: 1-15, ISSN 2074-8523; Copyright ©
ICSRS Publication (Scopus).
Kurniawan, F. Mohamad, D. & Shamsuddin, S. M. 2011. Region-based touched
character segmentation in handwritten words. International Journal of Innovative
Computing, Information and Control, 7(6):3107-3120, IF: 1.924).
Selamat A., Lee, Z.S., Maarof, M.A. & Shamsuddin, S.M. 2011. Improved web page
identification method using neural networks. International Journal of Computational
Intelligence and Applications, 10(1): 87-114 (Scopus).
Waleed Ali Ahmed & Siti Mariyam Shamsuddin. 2011. Neuro-Fuzzy System in
Partitioned Client-Side Web Cache. Expert Systems with Applications, Elsevier, Vol. 38 pp:
14715-14725, (Impact Factor: 2.203).
S. Hasan & S. M. Shamsuddin. 2011. Multistrategy Self-OrganizingMap Learning for
Classification Problems. Computational Intelligence and Neuroscience, pp:1-11, Hindawi
Publishing (doi:10.1155/2011/121787 (Scopus).
S. N. Qasem and S. M. Shamsuddin. Memetic Elitist Pareto Differential Evolution
Algorithm based Radial Basis Function Neural Networks for Classification Problems.
Applied Soft Computing (WOS and Scopus Indexed, Elsevier, 11(8): 5565-5581 (Impact
Factor: 2.612).
Sarina Sulaiman, Siti Mariyam Shamsuddin & Ajith Abraham. Intelligent Web Caching
Using Machine Learning Methods. Neural Network World, 21(5): 429-452 (Impact Factor
0.511).
Hamed, H.N.A., Kasabov, N., & Shamsuddin, S.M. (2011). Dynamic Quantum-inspired
Particle Swarm Optimization as Feature and Parameter Optimizer for Evolving Spiking
Neural Networks. Procedia Engineering - Elsevier (In Print).
2010
1. Sultan Noman & Siti Mariyam Shamsuddin. 2010. Generalization Improvement of
Radial Basis Function Network Based on Multi-objective Particle Swarm Optimization.
Journal of Applied Artificial Intelligence, 3(1):1-16 (SCOPUS).
2. Kuok King Kuok, Sobri Harun & Siti Mariyam Shamsuddin. Evaluation of Daily
Rainfall-Funoff Model Using Multilayer Perceptron and Particle Swam Optimization
FeedForward Neural Networks. Journal of Environmental Hydrology, VOL 10, pp: 1-16
(Impact Factor: 1.419).
12
3. Kuok King Kuok, Sobri Harun & Siti Mariyam Shamsuddin. Particle Swarm
Optimization Feedforward Neural Network for Hourly Rainfallrunoff Modeling in
Bedup Basin, Malaysia. International Journal of Civil & Environmental Engineering (IJCEE),
9(10): 20-39.
4. K. K. Kuok, S. Harun & S. M. Shamsuddin. Particle swarm optimization feedforward
neural network for modeling runoff. Int. J. Environ. Sci. Tech., 7(1), 67-78, Winter 2010
ISSN: 1735-1472.
5. Kuok King Kuok, Sobri Harun & Siti Mariyam Shamsuddin. Global Optimization
Methods for Calibration and Optimization of the Hydrologic Tank Model’s Parameters.
Canadian Journal on Civil Engineering, 1(1), February 2010.
6. Wong Yee Leng & Siti Mariyam Shamsuddin. Writer Identification for Chinese
Handwriting. International Journal of Advances in Soft Computing and Its Applications, Vol.
2(2), July 2010, pp: 143 – 173, ISSN 2074-8523; Copyright © ICSRS Publication, 2010.
7. Azah Kamilah Muda, Siti Mariyam Shamsuddin and Ajith Abraham. 2010.
Improvement of Authorship Invarianceness for Individuality Representation in Writer
Identification, Neural Network World, Volume 19(3): 371-387 (Impact Factor 0.389).
8. Hamed, H.N.A., Kasabov, N., & Shamsuddin, S.M. 2010. Probabilistic Evolving Spiking
Neural Network Optimization Using Dynamic Quantum-inspired Particle Swarm
Optimization. Australian Journal of Intelligent Information Processing Systems, 11(1),
23-28.
2009
1. Roselina Sallehuddin & Siti Mariyam Shamsuddin. 2009. Grey Relational Ranking
Feature with Artificial Neural Network and Auto Regressive Integrated Moving Average
Model for Time Series Data. International Journal of Applied Artificial Intelligence, Taylor &
Francis Group (1087-6545), 23(5): 443 – 486 (Impact Factor 0.79).
2. Razana Alwee, Siti Mariyam Shamsuddin & Haza Nuzly Hameed. 2009. The Impact of
Social Network Structure in Particle Swarm Optimization for Classification Problems.
International Journal of Soft Computing, 4(4):151-156 (SCOPUS).
3. Sultan Noman & Siti Mariyam Shamsuddin. 2009. Generalization Improvement of
Radial Basis Function Network Based on Multi-Objective Particle Swarm Optimization.
Journal of Artificial Intelligence, 2(2): pp:1-15 (SCOPUS).
4. Waleed Ahmed & Siti Mariyam Shamsuddin. 2009. Least Recently Used Algorithm and
Neuro-Fuzzy System into Client-side Web Caching. International Journal of Computer
Science and Security (IJCSS), 3(1):1-15 (Index Journal)
5. Sultan Noman & Siti Mariyam Shamsuddin. 2009. Hybrid Learning Enhancement of RBF
Network Based on Particle Swarm Optimization. Lecture Notes in Computer Science Series
(5553) pp. 19-29, Springer-Verlag (ISI Web of Science)
6. Rela Puteri Pamungkas & Siti Mariyam Shamsuddin. 2009. Weighted Aspect Moment
Invariant in Pattern Recognition. Lecture Notes in Computer Science Series, 5593, pp. 806–
818,Springer-Verlag (ISI Web of Science)
7. Waleed Ali Ahmed & Siti Mariyam Shamsuddin. 2009. Intelligent Client-side Web
Caching Scheme Based on Least Recently Used Algorithm and Neuro-Fuzzy System. Lecture
Notes in Computer Science Series (LNCS 5552), pp: 70-79, Springer-Verlag Berlin Heidelberg
(ISI Web of Science)
8. Siti Mariyam Shamsuddin, Saiful Hafizah Jaaman & Maslina Darus. 2009. Neuro-Rough
Trading Rules for Mining Kuala Lumpur Composite Index. European Journal of Scientific
Research, 28(2): 278-286, ISSN 1450-216X (SCOPUS)
9. Anazida Zainal, Mohd Aizaini Maarof & Siti Mariyam Shamsuddin. 2009. Ensemble
Classifiers for Network Intrusion Detection System. Journal of Information Assurance &
Security, 4:217-225 (Index Journal).
13
10. Saiful Hafizah Jaaman, Siti Mariyam Shamsuddin & Munira Ismail. 2009. A Predictive
Model Construction Applying Rough Set Methodology for Stock Market Returns.
International Research Journal of Finance and Economics, 30 pp:211-218 (SCOPUS).
11. Nasser Omar Bakkret, Siti Mariyam Shamsuddin & Rubita Sudirman. 2009. Swarm
Negative Selection Algorithm for Electroencephalogram Signals Classifications. Journal of
Computer Science, USA, 5(12):998-1005, Science Publications (ISSN 1549-3636, SCOPUS).
12. Amir Atapour, Afshin Ghanizadeh & Siti Mariyam Shamsuddin. 2009. Advances of Soft
Computing Methods in Edge Detection. International Journal of Advances in Soft Computing
& Its Applications, 1(2):162-203 (ISSN 2074-8523), ICSRS Publication.
13. Marlinda Abdul Malek, S. Harun, S.M.Shamsuddin, and I Mohamad. 2009. Imputation of
Time Series Data via Kohonen Self Organising Maps in the Presence of Missing Data.
International Journal of Computer System Science and Engineering, World Academic of
Science, Engineering and Technology. Vol. 41, 2008, pg 501-506, e-ISSN: 0975–3397, pISSN: 2229-5631.
14. M. A. Malek, S. Harun, S. M. Shamsuddin, I. Mohamad. 2009. Reconstruction of Missing
Daily Rainfall Data Using Unsupervised Artificial Neural Network. International Journal of
Electrical and Computer Engineering, 4(6), 2009ISSN 2010-3948, eISSN 2010-3956 - Indexed
Google Scholar, Scopus, Compendex, Thomson Reuters, WorldCat, EBSCO, GALE,
Embase, Reaxys, Engineering Village/Engineering Index(EI), DOAJ, Library of Congress,
Electronic Journals Library
2008
1. S.M.Shamsuddin, S.Z.M.Hashim, & M.Darus. Improved Backpropagation Error Function
for Classification problems, International Journal of Mathematics and Applications, (1):1 (June
2008), pp: 9-25.
2. Bakhtiar Jamili, Siti Mariyam Shamsuddin & Saiful Hafizah Jaaman. 2008. Financial
Performance Indicator of Publicly Traded Malaysian Firms Using Rough Sets Based
Feature Selection. International Journal of Applied Finance, 14(6):5-17.
3. Roselina Sallehuddin, Siti Mariyam Shamsuddin & Norfadzlia Mohd Yusof. Artificial
Neural Network Time Series Modeling for Revenue Forecasting. Chiang Mai Journal, CMU
35 (1):1-16.
4. Lee Zhi Sam, Mohd Aizaini Maarof, Ali Selamat & Siti Mariyam Shamsuddin.
Simulation of of Pornography Web Sites (PWS) Classification Using Principal Component
Analysis with Neural Network. International Journal of Simulation, Science and Technology,
UK, 9(2):43-55.
5. Azah Kamilah Muda, Siti Mariyam Shamsuddin & Maslina Darus. Invariants
Discretization for Individuality Representation in Handwritten Authorship. Lecture Notes
in Computer Science Series on Computational Forensics, Springer-Verlag, 218-228.
2007
1. Siti Mariyam Shamsuddin & Maslina Darus. 2007. Three term BP algorithm for
Classification Problems. Neural Network World, 4(1):363-376.
2. Roselina Sallehuddin, Siti Mariyam Shamsuddin & Ajith Abraham. 2007. Forecasting
Time Series Data Using Hybrid Grey Relational Artificial Neural Network and Auto
Regressive Integrated Moving Average Model. Neural Network World, 6:573-605.
3. M. Hadi Mashichi, M. Reza Mashinchi, Siti Mariyam HJ. Shamsuddin. 2007. Genetic
algorithms approach for solving fuzzy linear and quadratic equation. International Journal
of Applied Mathematics and Computer Sciences, 4(4):pp. 185-189.
4. Azah Kamilah Muda, Siti Mariyam Shamsuddin & Maslina Darus, 2007. Embedded
Scale United Moment Invariant for Identification of Handwriting Individuality. Lecture
Note of Computer Science Series (LNCS 4705), Springer-Verlag, pp: 385-396.
14
5. Zainal, A., Maarof, M.A and Shamsuddin, S.M. 2007. Feature Selection Using RoughDPSO in Anomaly Intrusion Detection. Lecture Note of Computer Science Series (LNCS
4705), Springer-Verlag, pp: 512-524.
6. Azah Kamilah Muda, Siti Mariyam Shamsuddin & Maslina Darus. 2007. Invarianceness
Analysis of Higher Order Centralized United-Scaled Moments. Journal of Advanced
Computer Science and Engineering, INDIA, 1(2):105-108.
7. Samsuryadi & Siti Mariyam Shamsuddin. 2007. Pengenalan Pola Biomimetik: Teori dan
Aplikasinya. Jurnal Ilmiah GENERIC, Universitas Sriwijaya, Palembang, 2(1):31-40 ISSN
1907-4093.
2006
1. Shamsuddin, S. M., Ahmed, M. A., & Samian. Y. 2006. NURBS Skinning Surface for Ship
Hull Design Based on New Parameterization Method. International Journal of Advanced
Manufacturing Technology,UK Springer-Verlag, London,pp: 936-941.
2. Azah Kamilah Muda, Siti Mariyam Shamsuddin & Maslina Darus. 2006. Bio-Inspired
Generalized Global Shape Approach for Writer Identification. Enformatika Journal, Vol. 16,
pp: 55-59.
3. Siti Mariyam Hj. Shamsuddin, Azuraliza Abu Bakar & Rozaida Ghazali. 2006.
PEMODELAN RANGKAIAN SUAP BALIK ELMAN BAGI PERAMALAN HARGA RUMAH .
International Journal of Management Studies (IJMS), 13(2), UUM.
4. Azah Kamilah Muda, Siti Mariyam Shamsuddin & Maslina Darus. 2006. Recognition of
Contour Invariants with Neuro Fuzzy Classifier. Asian Journal of Information Technology
5(9): 924-932.
5. Mohamad Azam Rana, Mohd Shahrizal Sunar & Siti Mariyam Shamsuddin. 2006.
Particles Cloud Modeling Algorithm for Virtual Environment. Asian Journal of Information
Technology 5(5): 555-565.
6. Syaiful Nizam Yahya, Norhaida Mohd Suaib & Siti Mariyam Shamsuddin. 2006. Solid
Modeling Deformation Techniques. Asian Journal of Information Technology, 5(3): 324-338.
2005
1. Habibollah Harun, Siti Mariyam Shamsuddin & Dzulkifli Mohamad. 2005. A New
Corner Detection Algorithm for Chain Code Representation. International Journal of
Computer Mathematics, UK, 82(8) August 2005, pp. 941-950, Taylor and Francis Group.
2. Ang Swee Wen, Siti Mariyam Shamsuddin & Yahya Samian. 2005. Ship Hull Fitting
Using NURBS. GEST International Transactions on Computer Science and Engineering, 25(1) :
85-96.
2004
1) Razana Alwee, Roselina Sallehuddin & Siti Mariyam Hj. Shamsuddin. 2004.
Perbandingan Penggunaan Algoritma Krzyzak dengan Algoritma Rambatan Balik Piawai
ke atas dalam Domain Peramalan. International Journal of Management Studies (Special
Issue), 11: 171-183, UUM.
2003
Habibollah Harun, Siti Mariyam Shamsuddin & Dzulkifli Mohamad. 2003. Enhancement
of Thinning Algorithm For 2D Line Drawing of 3D Object. Journal of Institute of
Mathematics & Computer Sciences, INDIA, 14(2): 169-174.
2. Gunadi W.Nurcahyo, Siti Mariyam Shamsuddin, Rose Alinda Alias, & Mohd Noor Md.
Sap. 2003. Selection of Defuzzification Method to Obtain Crisp Values For Representation
1.
15
Uncertain Data In a Modified Sweep Algorithm. International Journal of Computer Science &
Technology, Argentina, 3(2): 22-28.
2002
1) Siti Mariyam Hj. Shamsuddin, Md. Nasir Sulaiman & Maslina Darus. 2002.
Invarianceness of Improved Centralised Invariants Undergo Basic Transformations.
Intern. Journal of Computer Mathematics, UK, 79(1):39-48, Taylor and Francis Group.
2) Siti Mariyam Hj. Shamsuddin, Md. Nasir Sulaiman, & Maslina Darus. Classifications of
Reduction Invariants with Improved BP.2002. Intern. Journal of Mathematics and
Mathematical Sciences, USA, 30(4):239-247, Hindawi Publication.
3) Siti Mariyam Hj. Shamsuddin, Saiful Hafizah Jaaman, Noriza Majid & Noriszura Ismail.
2002. Improved Backpropagation Model for Classification of Profitability Analysis Data (
A Study on Malaysian Market). Journal of Science, Chiang Mai University, Thailand,
29(1):35-41.
4) Puteh Saad, Siti Mariyam Hj. Shamsuddin, Safaai Deris & Dzulkifli Mohamad. 2002.
Rough Set on Trademark Images For Neural Network Classifiers. Intern. Journal of
Computer Mathematics, UK, 79(7):789-796, Taylor and Francis Group (2 citations).
5) Gunadi W.Nurcahyo, Siti Mariyam Shamsuddin, Rose Alinda Alias, & Mohd Noor Md.
Sap. 2002. Sweep Algorithm in Vehicle Routing Problem for Public Transport.
International Journal of Information Technology, UKM, 2(1): 51-64.
2001
1) Siti Mariyam Hj. Shamsuddin, Md. Nasir Sulaiman, & Maslina Darus. 2001. An
Improved Error Signal of Backpropagation Model for Classification Problems. Intern.
Journal of Computer Mathematics, UK, 76: 297-305, Taylor and Francis Group.
2) Siti Mariyam Hj. Shamsuddin, Norazah Yusof, Paridah Samsuri, Nor Bahiah Ahmad, &
Siti Zaiton Mohd Hashim. 2001. Neural Network Application on Knowledge Acquisition
for Adaptive Hypermedia Learning. Chiang Mai Journal of Science, Chiang Mai University,
Thailand, 28(1): 65-70.
3) Siti Mariyam Hj. Shamsuddin, Maslina Darus & Md. Nasir Sulaiman. 2001.
Invarianceness of Higher Order Centralised Scaled-Invariants on Unconstrained
Handwritten Digits. Journal of Institute of Mathematics and Computer Sciences, INDIA, 12 (1)
:1-9.
2000
1) Siti Mariyam Hj. Shamsuddin, Md. Nasir Sulaiman, & Maslina Darus. 2000. Improved
Scale-Invariant Moments For Deformation Digits. Intern. Journal of Computer
Mathematics, UK, 74: 439-447, Taylor and Francis Group.
2) Siti Mariyam Hj. Shamsuddin, Md. Nasir Sulaiman, Maslina Darus. 2000. Digit
Recognition with Moment Invariants. Chiang Mai Journal of Science, Thailand, 27(1): 4656.
3) Siti Mariyam Hj. Shamsuddin, Md. Nasir Sulaiman, & Maslina Darus. 2000. Feature
Extraction with An Improved Scale-Invariants. For Deformations Digits. Intern. Journal of
Computer Mathematics, UK, 76:13-23, Taylor and Francis Group.
1999
1) Siti Mariyam Hj. Shamsuddin, Md. Nasir Sulaiman, & Maslina Darus. 1999.
Handwritten Digits Using Unequal Shearing Moment Invariants. Journal of Institutes of
Computer Science, INDIA, 10( 2): 185-189.
16
2) Siti Mariyam Hj. Shamsuddin, Md. Nasir Sulaiman, Maslina Darus, Ramlan Mahmod, &
Fatimah Ahmad. 1999. Classifications and Clustering of Printed Mathematical Symbols
with Improved BP and Self Organizing Map. International Bulletin of the Malaysian
Mathematical Society, 22 (2): 157-167.
NATIONAL JOURNAL
2009
1. Ummu Salamah Mohamad, Siti Mariyam Shamsuddin & Ramlan Mahmood. 2009.
Endpoint Detection Enhancement for Speaker Dependent Recognition. Journal of
Information Technology & Multimedia (JTMM), 7:17-29.
2008
1. Bakhtiar Jamili, Siti Mariyam Shamsuddin & Saiful Hafizah Jaaman. 2008. Comparison
Between Rough Set Theory and Logistic Regression for Classifying Firm’s Performance.
Journal of Quality Measurement and Analysis, JQMS, 4(1):141-153.
2007
1. Lee Zhi Sam, Mohd Aizaini Maarof, Ali Selamat & Siti Mariyam Shamsuddin.
Classification of illicit Web Pages Using Neural Networks. Jurnal Teknologi Maklumat,
19(2):1-21.
2. Mohd Zakree Ahmad Nazri, Siti Mariyam Shamsuddin & Azuraliza Abu Bakar. A
Review of Learning Taxonomies from Malay Text Corpora. Jurnal Teknologi Maklumat,
19(2):85-99.
3. Sarina Sulaiman, Siti Mariyam Shamsuddin & Ajith Abraham. A Framework of Rough
Cultural Algorithms in Optimizing Mobile Web Caching Performance. Jurnal Teknologi
Maklumat, 19(2):118-133.
2005
1. Siti Mariyam Shamsuddin, Anazida Zainal & Shahliza Halim. Sistem Kebal Buatan
Terhadap Pengecaman Digit. 2005. Journal of Sains Malaysiana, UKM, 34(1): 93-98.
2004
1. Lau Hui Keng & Siti Mariyam Shamsuddin. 2004. Adaptive Neural Network Classifier
For Invariants Extracted of Handwritten Digits. Journal of Information and Communication
Technology, Universiti Utara Malaysia, 3(1):1-17.
2. Ummu Salamah Mohamad, Ramlan Mahmod & Siti Mariyam Shamsuddin. Malay
Speaker Dependent Digits Recognition with Improved Backpropagation. 2004. Journal of
Information Technology & Multimedia, UKM, 1: 1-14.
3. Rokiah Ahmad, Maslina Darus, Siti Mariyam Hj. Shamsuddin & Azuraliza Abu Bakar.
2004. Pendiskretan Set Kasar Menggunakan Ta’akulan Boolean Terhadap Pencaman
Simbol Matematik. Journal of Information Technology & Multimedia, UKM, 1: 15-26.
4. Habibollah Haron, Siti Mariyam Shamsuddin & Dzulkifli Mohamad. 2004. Chain Code
Algorithm in Deriving T-Junction and Region of a Freehand Sketch. Jurnal Teknologi,
Universiti Teknologi Malaysia, 40(D): 25-36.
17
2003
1. Habibollah Harun, Dzulkifli Mohamad & Siti Mariyam Hj. Shamsuddin. 2003.
Extraction of Junctions, Lines and Regions of Irregular Line Drawing: The Chain Code
Processing Algorithm. Jurnal Teknologi, 38(D): 1-28.
2002
1. Roselina Sallehuddin, Mohd Salihin Ngadiman & Siti Mariyam Hj. Shamsuddin. 2001.
Peramalan Siri Masa Bermusim Menggunakan Rangkaian Neural. Sains Malaysiana, UKM,
20 : 107-118 (Terbit 2002).
2001
1. Siti Mariyam Hj. Shamsuddin & Md. Nasir Sulaiman. Unconstrained Handwritten Digit
Recognition Using Improved Moment Invariant. 2001.
Electrika, Journal of Electrical
Engineering, UTM, 4(1): 63-74.
2. Maslina Darus & Siti Mariyam Hj. Shamsuddin. 2001. Mengcungkil Kesiratan Momen
Geometri Takubah Terhadap Pengekstrakan Fitur. Jurnal Teknologi Maklumat, Fakulti Sains
Komputer dan Sistem Maklumat, 13(2):1-15.
3. Roselina Sallehuddin & Siti Mariyam Hj. Shamsuddin. 2001. Kajian Ke atas Parameter
Model Rangkaian Rambatan Balik Untuk Peramalan : Kajian Kes Hasil Pengeluaran
Getah. Jurnal Teknologi, UTM, 35(D):15-26.
4. Gunadi W.Nurcahyo, Rose Alinda Alias, Siti Mariyam Shamsuddin & Mohd Noor Md.
Sap. 2001. A Preview On Vehicle Routing Problem. Jurnal Teknologi Maklumat, FSKSM,
13(2):76-85.
2000
1. Siti Mariyam Hj. Shamsuddin, Norazah Yusof, Paridah Samsuri, Nor Bahiah Ahmad, &
Siti Zaiton Mohd Hashim. 2000. Pengkelasan Tahap Pengetahuan Pelajar Secara
Pembelajaran Adaptiv Berteknologikan Hipermedia – Satu Pendekatan Rangkaian
Neural. Jurnal Teknologi Maklumat, Disember, FSKSM, 12(2): 1-10.
1999
1. Siti Mariyam Hj. Shamsuddin, Md. Nasir Sulaiman, & Maslina Darus. 1999. Dimension
Reduction of Invariant Moments Complexity Using Principal Component Analysis: An
Experiment on Handwritten Digits. Jurnal Teknologi Maklumat, FSKSM, 11(2): 16-24.
2. Roselina Sallehudin, M.Salihin Ngadiman & Siti Mariyam Hj.Shamsuddin. 1999.
Penentuan Saiz dan Bilangan Nod Tersembunyi Rangkaian Neural Bagi Peramalan. Jurnal
Teknologi Maklumat, UTM, 11(1):67 – 80.
1998
1. Roselina Sallehudin, M.Salihin Ngadiman & Siti Mariyam Hj. Shamsuddin. 1998.
Rangkaian Neural: Anjakan Paradigma Terhadap Siri Masa. Jurnal Teknologi Maklumat,
FSKSM, 10(2):43-55.
2. Siti Mariyam Hj. Shamsuddin, Md. Nasir Sulaiman, Maslina Darus, Ramlan Mahmod,
dan Fatimah Ahmad. 1998. BP Model with an Improved Error Function. Jurnal Teknologi
Maklumat, FSKSM, 10( 2):20-31.
18
1997
1. Siti Mariyam Hj. Shamsuddin, Saiful Hafizah Hj. Jaaman, Noriza Majid & Noriszura
Ismail, 1997. Peramalan Keberuntungan Syarikat : Pendekatan Rambatan Balik. Jurnal
Teknologi Maklumat, FSKSM, 9(1): 27 - 34.
2. Siti Mariyam Hj. Shamsuddin, Abdul Rahman Abdullah,Marini Abu Bakar & Azlina
Ahmad, 1997. Sistem Rekabentuk Fesyen Dibantu Komputer. Jurnal Teknologi Maklumat,
FSKSM, 9(2): 32 - 43.
3. Siti Mariyam Hj. Shamsuddin & Maslina Darus, 1997. Pengoptimuman Rambatan Balik
Terhadap Keberuntungan Syarikat. Jurnal Teknologi Maklumat, FSKSM, 10 (1) :46 - 57.
1994
1. Tengku Mohd Tengku Sembok, Mohamad Yusof, Khairudin Omar, Siti Mariyam Hj.
Shamsuddin, Belal Mustafa Abu Ata. SISDOM: Sistem Capaian Dokumen Multilingua.
1994. Jurnal Penyelidikan & Pembangunan Sains dan Kembangan UKM, ms 605-608 (IRPA 0207-03-024).
INTERNATIONAL PROCEEDINGS
2012
1. Said Jadid AbdulKadir, Siti Mariyam Shamsuddin & Roselina Sallehddin. 2012. Three
Term Back Propagation Network for Moiture Prediction. Proceeding 2011 International
Conference on Clean and Green Energy (IPCBEE 2012), Vol. 27, IACSIT Press, Singapore.
2. Sajad Farokhi, Siti Mariyam Shamsuddin & Jan Flusser. 2012. Assessment of TimeLapse in Visible and Thermal Face Recognition. Proc. of World Academy of Science,
Engineering and Technology, 62, pp: 578-583.
3. W. Y. Leng & S. M. Shamsuddin. 2012. Fingerprint Identification using Discretization
Technique. Proc. of World Academy of Science, Engineering and Technology, 62, pp: 709-717.
4. Vazeerudeen Abdul Hameed and Siti Mariyam Shamsuddin. 2012. Faster Computation
of Non-zero Invariants from Graph Based Method. Proceeding of the 8th International
Conference on Intelligent Computing (ICIC 2012), pp. 272-279, Huangshan China, July 25-29.
5. Nilam Nur Amir Sjariff, Siti Mariyam Shamsuddin & Siti Zaiton Mohd Hashim. 2012. A
Framework of Multi-Objective Particle Swarm Optimization in Motion Segmentation
Problem.
6. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Noorfa Hazlinna Mustaffa. 2012.
Cooperative Feature Selection for Improving Multivariate Time Series Forecasting
Performance. Proceeding of 2012 International Conference on Intelligent Computing (ICIC
2012) July 25-29, 2012, Huangshan, China.
2011
1. Shafaatunnur Hasan & Siti Mariyam Shamsuddin. 2011. Artificial Neural Network
Learning Enhancement using Artificial Fish Swarm Algorithm. Proceeding 2011
International Conference on Computing and Informatics (ICOCI 2011), 8-9 Jun 2011, Bandung.
2. Shamsuryardi & Siti Mariyam Shamsuddin. 2011. Writer Identification based on Hyper
Sausage Neuron. Proceeding 2011 International Conference on Computing and Informatics
(ICOCI 2011), 8-9 Jun 2011, Bandung.
3. Nilam Nur Amir Sjarif, Siti Mariyam Shamsuddin, Siti Zaiton Mohd Hashim & Siti
Sophiayati Yuhaniz. 2011. Crowd Analysis and Its Applications. Proceeding of the 2nd
International Conference on Software Engineering and Computer Systems (ICSECS 2011),
LNCS.
19
4. Delint Ira Setyo Adi & Siti Mariyam Shamsuddin. 2011. NURBS Reparameterization
with Particle Swarm Optimization. International Conference on Instrumentation,
Measurement, Circuits and Systems (ICIMCS, 2011).
5. Yusef Farhang & Siti Mariyam Shamsuddin. 2011. Granular Computing Based Data
Mining in the Views of Rough Set and Fuzzy Set. The International Conference on
Informatics Engineering & Information Science (ICIES 2011).
6. Waleed Ali Ahmed & Siti Mariyam Shamsuddin. Intelligent Web proxy Caching
Approaches Based on Support Vector Machine. The International Conference on Informatics
Engineering & Information Science (ICIES 2011).
2010
1. Afshin Ghanizadeh, Saman Sinaie, Amir Atapour & Siti Mariyam Shamsuddin. 2010. A
Fuzzy-Particle Swarm Optimization Based Algorithm for Solving Shortest Path
Algorithm Problem. Proceeding of the 2nd International Conference on Computer Engineering
and Technology (ICCET 2010), April 16 – 18, Chengdu, China.
2. Siti Mariyam Shamsuddin, Jong Chin Hua & Maslina Darus. Effectiveness of Cost
Function for Particle Swarm Optimization Fitness Functions for MLP Learning.
Proceeding of Fourth Saudi Science Conference, 21 -24 March 2010, Madinah Mukarramah,
Saudi Arabia.
3. Norsharina Abu Bakar & Siti Mariyam Shamsuddin. 2010. An Integrated Formulation
of Zernike Representation for Character Images. Proceeding of the 23rd International
Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, 14 June, Cardoba Spain.
4. Roselina Sallehuddin, Siti Mariyam Shamsuddin & Siti Zaiton Mohd Hashim. 2010.
Forecasting Small Data Set Using Hybrid Cooperative Feature Selection. Proceeding of
IEEE Computer Society Press on Twelve International Conference on Computer Modeling and
Simulation, (UKSiM/EUROSiM 2010), pp: 80 – 85 (ISSN: 978-0-7695-4016-0/10).
5. Shafaatunnur Hasan & Siti Mariyam Shamsuddin. 2010. Faster Convergence of BP
Network with Hybridization of Improved Cost Function and Control Memory
Adaptation. IEEE Proceeding 2010 Fourth Asia International Conference on
Mathematical/Analytical Modelling and Simulation (AMS 2010), Kota Kinabalu Sabah, pp:
128 – 132 (ISSN: 978-0-7695-4062-7/10).
6. Mohamad Firdaus Abd Aziz & Siti Mariyam Shamsuddin. 2010. Quantum PSO for
Elman Neural Network. IEEE Proceeding 2010 Fourth Asia International Conference on
Mathematical/Analytical Modelling and Simulation (AMS 2010), Kota Kinabalu Sabah, pp:
133 – 137 (ISSN: 978-0-7695-4062-7/10).
7. Falah A. H. Ahmed & Siti Mariyam Shamsuddin. 2010. The effect of Weights
Initialization on Osteo Arthritis Classification. IEEE Proceeding 2010 Fourth Asia
International Conference on Mathematical/Analytical Modelling and Simulation (AMS 2010),
Kota Kinabalu Sabah, pp: 87 – 92 (ISSN: 978-0-7695-4062-7/10).
8. Mohd Zakree Ahmad Nazri1, Siti Mariyam Shamsuddin, Azuraliza Abu Bakar & and Salwani
Abdullah. Clonal Selection Algorithm for Learning Concept Hierarchy from Malay Text.
Proceeding of Lecture Notes for Artificial Intelligence (RSKT), LNAI 6401, pp 453-461.
9. Delint Ira Setyo Adi, Siti Mariyam Shamsuddin & Siti Zaiton Mohd Hashim. 2010.
NURBS Curve Approximation using Particle Swarm Optimization. IEEE Proceeding of tbe
2010 Seventh International Conference on Computer Graphics, Imaging and Visualization
(CGIV), pp 73-79.
10. Priza Pandunata & Siti Mariyam Shamsuddin. 2010. NURBS Differential Evolution
Optimization for Curve Fitting. IEEE Proceeding of tbe 2010 Seventh International
Conference on Computer Graphics, Imaging and Visualization (CGIV), pp 68-72.
11. Sarina Sulaiman, Siti Mariyam Shamsuddin & Ajith Abraham. 2010. Data Warehousing
for Rough Web Caching and Pre-fetching. IEEE Proceeding of International Conference on
Granular Computing, pp 443-448.
20
2009
1. Waleed Ali Ahmed & Siti Mariyam Shamsuddin. 2009. Neuro-Fuzzy System for Web
Client-side Caching. ACS/IEEE International Conference on Computer Systems and
Applications, Rabat Morocco, May 10-13, pp: 888-895 (ISBN: 978-1-4244-3807-5; Web of
Science; DOI: http://doi.ieeecomputersociety.org/10.1109/AICCSA.2009.5069437).
2. Sultan Noman & Siti Mariyam Shamsuddin. Radial Basis Function Network Based on
Multi-Objective Particle Swarm Optimization. 2009. 6th International Symposium on
Mechatronics and its Applications (ISMA’09), 24th -26th March 2009, pp: 1-6 (Scopus;
DOI:
10.1109/ISMA.2009.5164833).
3. Sarina Sulaiman, Siti Mariyam Shamsuddin, Fadni Forkan and Ajith Abraham,
Autonomous Spy: Intelligent Web proxy Caching Detection Using Neurocomputing and
Particle Swarm Optimization, Proceeding of the 6th International Symposium on
Mechatronics and its Applications (ISMA09), Sharjah, UAE, IEEE Press, ISBN: 978-1-42443480-0, pp. 1-6, 2009 (Scopus)
4. Muhammad Firdaus Ab. Aziz & Siti Mariyam Shamsuddin. Vmax Function
Enhancement of Particle Swarm Optimization in Elman Recurrent Network. 2009. IEEE
Computer Society Press Third Asia International Conference on Modeling and Simulation (AMS
2009), pp: 125-130 (Scopus; DOI: 10.1109/AMS.2009.90; ISBN: 978-0-7695-3648-4).
5. Rela Puteri Pamungkas & Siti Mariyam Shamsuddin. 2009. Weighted Central Moment
for Pattern Recognitin: Derivation Analysis of Invarianceness, and Simulation Using
Letter Characters. IEEE Computer Society Press Third Asia International Conference on
Modeling and Simulation (AMS 2009), pp: 102-106, Scopus
(http://doi.ieeecomputersociety.org/10.1109/AMS.2009.124; ISBN: 978-0-7695-3648-4).
6. Sarina Sulaiman, Siti Mariyam Shamsuddin, Fadni Forkan & Ajith Abraham. 2009.
Intelligent Web Caching for E-learning Log Data. IEEE Computer Society Press Second Asia
International Conference on Modeling and Simulation, (AMS 2009), pp: 136-141(Scopus).
7. Rela Puteri Pamungkas & Siti Mariyam Shamsuddin. 2009. Weighted Aspect Moment
Invariant in Pattern Recognition. Procedding of the International Conference on Computational
Sciences and Its Applications (ICCSA 2009), pp: 806-818 (Web of Science).
8. S. Sinaie, A. Ghanizadeh, E. Mozafari Majd & S. M. Shamsuddin. A Hybrid Edge
Detection Based on Fuzzy Set Theory and Celllular Learning Automata. IEEE Proceeding of
the Intern. Conf. on Computational Sciences and Its Applications, (Web of Science) ISBN:978-07695-3701-6,pp:208-214, (http://doi.ieeecomputersociety.org/10.1109/ICCSA.2009.19).
9. Sarina Sulaiman, Siti Mariyam Shamsuddin and Ajith Abraham, 2009. Rough NeuroPSO Web Caching and XML Prefetching for Accessing Facebook from Mobile
Environment. IEEE Proceeding 8th International Conference on Computer Information Systems
and Industrial Management (CISIM 2009), ISBN: 978-1-4244-5612-3, pp. 884-889.
10. Sultan Noman Qasem & Siti Mariyam Shamsuddin. 2009. Improving Generalization of
Radial Basis Function Network with Adaptive Multi-Objective Particle Swarm
Optimization. Proceedings of the 2009 IEEE International Conference on Systems, Man, and
Cybernetics San Antonio, TX, USA - October 2009, pp: 534-540 (Scopus).
11. Roselina Sallehuddin & Siti Mariyam Shamsuddin. 2009. Grey Relational with BP_PSO
for Time Series Forecasting. Proceedings of the 2009 IEEE International Conference on Systems,
Man, and Cybernetics San Antonio, TX, USA - October 2009, pp: 534-540 (Scopus).
12. Azah Kamilah Muda, Siti Mariyam Shamsuddin and Ajith Abraham. 2009. Authorship
Invarianceness for Writer Identification. International Conference on Biometrics and Kansei
Engineering, Poland, IEEE Computer Society Press, ISBN: 978-0-7695-3692-7, pp. 34-39
(Scopus).
13. Amir Atapour Abarghouei, Afshin Ghanizadeh, Saman Sinaie, and Siti Mariyam
Shamsuddin. A Survey of Pattern Recognition Applications in Cancer Diagnosis. IEEE
Proceeding of International Conference on Soft Computing & Pattern Recognitions, 4 – 7
December 2009.
21
14. Babak Behravesh, Siti Mariyam Shamsuddin & Anazida Zainal. 2009. Rule Modeling
Engine for Optimizing Complex Event Processing Patterns. IEEE Proceeding of
International Conference on Soft Computing & Pattern Recognitions, 4 – 7 December 2009.
15. Hameed Rastergari & Siti Mariyam Shamsuddin. Review of Artificial Immune System in
Web Personalization. IEEE Proceeding of International Conference on Soft Computing &
Pattern Recognitions, 4 – 7 December 2009.
16. Haza Nuzly Hameed, Nikola Kasabov & Siti Mariyam Shamsuddin. 2009. Integrated
Feature Selection and Parameter Optimization for Evolving Spiking Neural Networks
using Quantum Inspired Particle Swarm Optimization. IEEE Proceeding of International
Conference on Soft Computing & Pattern Recognitions, 4 – 7 December 2009.
17. Shafaatunnur Hasan & Siti Mariyam Shamsudin. 2009. Fast Independent Component
Analysis and Self Organizing Map for Classification Problems. Proceeding of International
Conference of Software Engineering and Computer Systems (ICSECS 2009), 19-21 October 2009.
18. Norsharina Abu Bakar & Siti Mariyam Shamsudin. 2009. Affine Moment Invariant for
Extraction Insect Images. Proceeding of International Conference of Software Engineering and
Computer Systems (ICSECS 2009), 19-21 October 2009.
19. Shafaatunnur Hasan & Siti Mariyam Shamsudin. 2009. Enhanced Self Organizing Map
and Particle Swarm Optimization for Classification Problems. Proceeding of National
Conference of Information Technology and Applications, Universiti Sriwijaya, Palembang
Indonesia, 7 November 2009.
20. Norsharina Abu Bakar & Siti Mariyam Shamsudin. 2009. An Integrated Formulation of
Zernike Invariant for Mining Insect Images. Proceeding of National Conference of Information
Technology and Applications, Universiti Sriwijaya, Palembang Indonesia, 7 November 2009.
21. Siti Mariyam Shamsuddin, Puspa Dewi & Maslina Darus. 2009. Study of Cost Functions
in Three Term Backpropagation for Classification Problems. World Congress on Nature
and Biologically Inspired Computing (NaBIC 2009), India, IEEE Press, ISBN: 978-1-42445612-3, pp. 1690-1694, 2009.
22. Bariah Yusob, Siti Mariyam Shamsuddin & Norbahiah Ahmad. 2009. Developing
Student Model using Kohonen Network in Adaptive Hypermedia System. IEEE Computer
Society Proceedings of the 2009 Ninth International Conference on Intelligent Systems Design
and Applications, pp: 938-948; ISBN:978-0-7695-3872-3.
23. Yun-Huoy Choo, Azah Kamilah Muda & Siti Mariyam Shamsuddin. 2009. Discretization
Paradigm Through Diversity: An Overview. Proceeding of International Conference on Water
Resources (ICWR 2009), 26-27 May 2009, Langkawi.
24. Sultan Noman Qasem & Siti Mariyam Shamsuddin. 2009. Hybrid Radial Basis Function
Network for Classification Problems. Proceeding of International Conference on Water
Resources (ICWR 2009), 26-27 May 2009, Langkawi.
25. Zuriahati Mohd Yunos & Siti Mariyam Shamsuddin. 2009. Modular Kohonen Network
for Classification Problems. Proceeding of International Conference on Water Resources (ICWR
2009), 26-27 May 2009, Langkawi.
26. Rafidah Hanem Dalil, Siti Mariyam Shamsuddin, Saiful Hafizah Jaaman & Munirah
Ismail. 2009. Forecasting Foreign Exchange Rate Using Artificial Neural Network.
Proceeding of International Conference on Quality, Productivity and Performance Measurement
(ICQPPM’09), 16-18 November 2009, Palm Garden Hotel Putrajaya.
27. Haza Nuzly Hameed, Nikola Kasabov, Zbynek Michlovsky & Siti Mariyam
Shamsuddin. 2009. String Pattern Recognition Using Evolving Spike Neural Networks
and Quantum Inspired PSO. Proceeding of 16th International Conference on Neural Information
Processing, Dec 1-5, Bangkok, Thailand, pp:611-619 (LNCS 5864, Springer 2009; ISBN 978-3642-10682-8).
28. Mohd Zakree Ahmad Nazri, Siti Mariyam Shamsuddin, Azuraliza Abu Bakar & Salwani
Abdullah. A Hybrid Approach for Learning Concept Hierarchy from Malay Text Using
GAHC and Immune Network. Lecture Notes in Computer Science (LNCS 5666), pp:315-328
ISBN:978-3-642-03245-5;DOI: 10.1007/978-3-642-03246-2_29.
22
29. Fajri Kurniawan, Amjad Rehman, Dzulkifli Mohamad & Siti Mariyam Shamsuddin.
2009. Self Organizing Features Map with Improved Segmentation to Identify Touching of
Adjacent Characters in Handwritten Words. Proceeding of the Ninth International Conference
on Hybrid Intelligent Systems, IEEE Computer Society, pp: 475-480, ISBN:978-0-7695-3745-0.
30. Norsharina Abu Bakar & Siti Mariyam Shamsuddin. United Zernike Invariants for
Character Images. Lecture Notes in Computer Science (LNCS 5857), pp:498-509 ISBN:978-3642-05035-0;DOI: 10.1007/978-3-642-05036-7_37.
31. Delint Ira Setyo, Siti Mariyam Shamsuddin & Aida Ali. 2009. Particle Swarm
Optimization for NURBS Curve Fitting. Proceeding of Sixth International Conference on
Computer Graphics, Imaging and Visualization (CGIV 2009),11-14 August, Tianjin, China,
pp:259-263; ISBN:978-0-7695-3789-4
(http://doi.ieeecomputersociety.org/10.1109/CGIV.2009.64), IEEE Computer Society.
32. Abdul Rahman Ibrahim, Siti Mariyam Shamsuddin & Aida Ali. 2009. Improving Non
Uniform Rational B-Spline’s Knot Removal with Particle Swarm Optimization. Proceeding
of Sixth International Conference on Computer Graphics, Imaging and Visualization (CGIV
2009),11-14 August, Tianjin, China, pp: 24-27, ISBN:978-0-7695-3789-4 ;
(http://doi.ieeecomputersociety.org/10.1109/CGIV.2009.64), IEEE Computer Society.
33. Azah Kamilah Muda, Siti Mariyam Shamsuddin & Maslina Darus. 2009. Mining
Generalized Features for Writer Identification. IEEE Proceeding 2nd Conference on Data
Mining and Optimization (DMO 2009), 27-28 October 2009, pp: 32-36 (DOI
10.1109/DMO.2009.5341915).
2008
1. Siti Mariyam Shamsuddin & Saiful Hafizah Jaaman. 2008. Neuro-Rough Trading Rules
for Composite Index Prediction. Proceeding of 3rd International Conference on Mathematical
Science, (ICM 2008), 3-6 March, Al Ain Rotana Hotel, Dubai.
2. Azah Kamilah Muda, Siti Mariyam Shamsuddin & Maslina Darus. 2008. Discretization
of Integrated Moment Invariants for Writer Identification. Proceeding of The 4th IASTED
International Conference on Advances in Computer Science and Technology (ACST 2008-ACTA
Press), 2-4 April, Langkawi, pp: 372-377.
3. Bakhtiar Jamili, Siti Mariyam Shamsuddin & Saiful Hafizah Jaaman. 2008. Predicting
Financial Performance of Publicly Traded Malaysian Firms Using Rough Sets Based
Feature Selection Techniques. Proceeding of International Conference on Business and Finance,
ICFAI Business School, Hyderabad INDIA, 11-12 January.
4. Hadi Mashinnchi & Siti Mariyam Shamsuddin. 2008. A Connectionist System Approach
for Learning Logic Programs. The 6th ACS/IEEE International Conference on Computer
Systems and Applications (AICCSA08), Issue March 31 2008-April 4 2008 Page(s):852 - 855
5. Anazida Zainal, Mohd Aizaini Maarof & Siti Mariyam Shamsuddin. 2008. Similaritybased Classification using Specific Features in Network Intrusion Detection. The 4th
IASTED International Conference on Advances in Computer Science and Technology (ACST
2008).2-4 April, Langkawi.
6. Mohd Firdaus Ab. Aziz, Haza Nuzly Hameed & Siti Mariyam Shamsuddin. 2008.
Augmentation of Elman Recurrent Network Learning with Particle Swarm Optimization.
Proceeding of IEEE Computer Society Press on Second Asia International Conference on
Modeling and Simulation (AMS 2008)13-15 May 2008 Page(s):625 – 630 (ISSN 978-0-76953136-6).
7. Sulaiman S, Shamsuddin S.M. & Abraham A. 2008. Intelligent Web Caching Using
Neurocomputing and Particle Swarm Optimization Algorithm. Proceeding of IEEE
Computer Society Press Second Asia International Conference on Modeling and Simulation (AMS
2008), 13-15 May 2008 Page(s):642 – 647 (ISSN 978-0-7695-3136-6).
23
8. Nasser Omar & Siti Mariyam Shamsuddin. 2008. Handwritten Digits Recognition with
Particle Swarm Optimization. Proceeding of IEEE Computer Society Press Second Asia
International Conference on Modeling and Simulation (AMS 2008), 13-15 May 2008
Page(s):615 – 619 (ISSN 978-0-7695-3136-6).
9. Roselina Sallehuddin, Siti Mariyam Shamsuddin & Siti Zaiton Mohd Hashim. 2008.
Hybridization Model of Linear and Nonlinear Timeseries Data for Forecasting. Proceeding
of IEEE Computer Society Press Second Asia International Conference on Modeling and
Simulation (AMS 2008), 13-15 May 2008 Page(s):597 – 602 (ISSN 978-0-7695-3136-6).
10. Zuriahati Mohd Yunos, Siti Mariyam Shamsuddin & Roselina Sallehuddin. 2008. Data
Modeling for Kuala Lumpur Composite Index with ANFIS. Proceeding of IEEE Computer
Society Press Second Asia International Conference on Modeling and Simulation, (AMS 2008)
13-15 May 2008 Page(s):609 – 614 (ISSN 978-0-7695-3136-6).
11. Anazida Zainal, Mohd Aizaini Maarof & Siti Mariyam Shamsuddin. 2008. Data
Reduction and Ensemble Classifiers in Intrusion Detection. Proceeding of IEEE Computer
Society Press Second Asia International Conference on Modeling and Simulation, (AMS 2008),
13-15 May 2008 Page(s):591 – 596 (ISSN 978-0-7695-3136-6).
12. Sulaiman S, Shamsuddin S.M., Abraham A. 2008. An Implementation of Rough Set in
Optimizing Mobile Web Caching Performance. Proceeding of IEEE Computer Society Press
on Tenth International Conference on Computer Modeling and Simulation, (UKSiM/EUROSiM
2008), Cambridge, UK, ISBN 0-7695-3114-8: 655-660.
13. Fadni Forkan & Siti Mariyam Shamsuddin. 2008. Kohonen-Swarm Algorithm for
Unstructure Data in Surface Reconstruction. IEEE Conference on Computer Graphics,
Imaging and Visualization (CGIV08), 26-28 August, Gurney Hotel, Penang, pp: 5-11 (ISBN
978-0-7695-3359-9/08).
14. Sarina Sulaiman, Siti Mariyam Shamsuddin & Ajith Abraham. Rough Set Granularity in
Mobile Web Pre-Caching. Proceeding of IEEE Computer Society Press on the 8th International
Conference on Intelligent System Designs and Application (ISDA’08), Taiwan 26-28 November
2008 (ISBN 978-0-7695-3382-7), pp. 587-592 (978-0-7695-3382-7).
15. Lee Yiew Siang & Siti Mariyam Shamsuddin. 2008. Bounded PSO Vmax Function in
Neural Network Learning. Proceeding of IEEE Computer Society Press on The 8th International
Conference on Intelligent System Designs and Application (ISDA’08), Taiwan 26-28 November,
pp. 474-479 (978-0-7695-3382-7).
16. Roselina Sallehuddin, Siti Mariyam Shamsuddin & Siti Zaiton Mohd Hashim.
Application of Grey Relational Analysis for Multivariate Time Series Data. Proceeding of
IEEE Computer Society Press on The 8th International Conference on Intelligent System Designs
and Application (ISDA’08), Taiwan 26-28 November, pp. 432-437 (978-0-7695-3382-7).
17. Anazida Zainal, Mohd Aizaini Maarof, Siti Mariyam Shamsuddin & Ajith Abraham.
Ensemble of One Class Classifiers for Improved Network Intrusion Detection Systems.
Proceeding of IEEE Computer Society Press International Conference on Information Assurance
Security (IAS’08), Taiwan 26-28 November, pp 180-185 (978-0-7695-3324-7).
18. Lee Zhi Sam, Mohd Aizaini Maarof, Ali Selamat & Siti Mariyam Shamsuddin. Enhance
Term Weighting Algorithm as Feature Selection Technique for Illicit Web Content
Classification. Proceeding of IEEE Computer Society Press International Conference on
Intelligent System Designs and Application (ISDA’08), Taiwan 26-28 November, pp. 145-150
(978-0-7695-3382-7).
19. Mohd Zakree Ahmad Nazri, Siti Mariyam Shamsuddin & Azuraliza Bakar. 2008. An
Exploratory Study on Malay Processing Tool for Acquisition of Taxonomy Using FCA.
Proceeding of IEEE Computer Society Press International Conference on Intelligent System
Designs and Application (ISDA’08), Taiwan 26-28 November, pp. 375-380 (978-0-7695-3382-7).
20. M.A.Malek,S. Haron,S.M.Shamsuddin & I.Mohamad. 2008. Imputation of Time Series
Data via Kohonen Self Organizing Maps in the Presence of Missing Data.Proceedings of
World Academy of Science, Engineering and Technology, 31(July):502-507, ISSN 1307-6884.
24
21. M.A.Malek,S. Haron,S.M.Shamsuddin & I.Mohamad. 2008. Reconstruction of Missing
Daily Rainfall Data Using Unsupervised Neural Network.Proceedings of World Academy of
Science, Engineering and Technology, 34(October):502-507, ISSN 2070-3740.
22. Sarina Sulaiman, Siti Mariyam Shamsuddin & Ajith Abraham. 2008. Web Caching and
Prefetching: What, Why, and How? Proceeding of International Symposium on Information
Technology (ITSim 2008) ISBN: 978-1-4244-2327-9, Volume: 4, pp. 1-8.
23. Mohd Zakree Ahmad Nazri, Siti Mariyam Shamsuddin & Azuraliza Bakar. 2008. Using
Linguistic Patterns in FCA-Based Approach for Automatic Acquisition of Taxanomies
from Malay Text. Proceeding of International Symposium on Information Technology (ITSim
2008) ISBN: 978-1-4244-2328-6, Volume: 4.
2007
1. Siti Mariyam Shamsuddin. 2007. Biologically-Inspired Computing for Solving Problem
in Pattern Recognition. International Conference on Mathematics Science (ICOMS) 28-29 May,
Institute of Ibnu Sina, UTM.
2. Hadi Mashinnchi & Siti Mariyam Shamsuddin. 2007. Genetically Tuned Fuzzy
Backpropagation Learning Method Based on Derivation of Min-Max Funxtion for Fuzzy
Neural Networks. International Conference on Genetic and Evolutionary Methods, GEM07,
June 25-28, Las Vegas, USA.
3. Hadi Mashinnchi & Siti Mariyam Shamsuddin. 2007. Genetic-Fuzzy Path Planning
Approach for Autonomous Vehicle. International Conference on Computer and Instruments,
CIM07, May 28-29, PERSADA, Johor.
4. Hadi Mashinnchi & Siti Mariyam Shamsuddin. 2007. A Genetic-Based Fuzzy Regression
Analysis: An Approach for Estimation of Software Source Code Size. Proceeding of 2nd
International Conference on Informatics, KL.
5. Hadi Mashinnchi & Siti Mariyam Shamsuddin. 2007. A Genetic Algorithm Approach for
Solving Fuzzy Linear and Quadratic Equations. Proceeding of World Academy of Science,
Engineering and Technology, 22:242-246.
6. Azah Kamilah Muda, Siti Mariyam Shamsuddin & Maslina Darus, 2007. Embedded
Scale United Moment Invariant for Identification of Handwriting Individuality.
International Conforence on Computational Science and Applications (ICCSA 2007), 26th –
30th August, Sunway Resort Hotel.
7. Zainal, A., Maarof, M.A and Shamsuddin, S.M. 2007. Feature Selection Using RoughDPSO in Anomaly Intrusion Detection. International Conforence on Computational
Science andApplications (ICCSA 2007), 26th – 30th August, Sunway Resort Hotel.
8. Bakhtiar Jamili Zaini, Siti Mariyam Shamsuddin & Saiful Hafizah Jaaman. Comparison
between Rough Set Theory and Logistic Regression for Classifying Firm’s Performance.
Proceeding of International Conference on Mathematical Sciences, Equatorial Hotel, Bangi 28 –
29th November 2007.
9. Siti Mariyam Shamsuddin. 2007. General Purpose Deformation Parameter for Image
Invarianceness and Gait Analysis. Proc. Of Malaysian-Japan International Symposium on
Advanced Technology, 12-15 November, Seri Pacific Hotel, Kuala Lumpur.
10. Ummu Salamah Mohamad, Siti Mariyam Shamsuddin & Ramlan Mahmod. 2007. Data
Normalization for Speaker Dependent Recognition. Proc. Of Malaysian-Japan International
Symposium on Advanced Technology, 12-15 November, Seri Pacific Hotel, Kuala Lumpur.
11. Lee Zhi Sam, Mohd Aizaini Maarof, Ali Selamat & Siti Mariyam Shamsuddin. 2007.
Pornography Websites Classification Using Principal Component Analysis with Neural
Network Proc. Of Malaysian-Japan International Symposium on Advanced Technology, 12-15
November, Seri Pacific Hotel, Kuala Lumpur.
12. Ahmad N. and Shamsuddin S.M. 2007. Mapping student learning characteristics into
integrated Felder Silverman learning style using neural network. Proceedings of 1st
International Malaysian Educational Technology Convention, Malaysia. 2-5 November.
25
2006
1.
Azah Kamilah Muda & Siti Mariyam Shamsuddin. 2006. Bio-Inspired Generalized
Global Shape Approach for Writer Identification. Proceeding of The 3rd International
Conference on Computer Science, Venice 24th -26th November 2006.
2.
Ang Swee Wen, Siti Mariyam Shamsuddin & Yahya Samian. 2006. Optimized NURBS Ship
Hull Fitting Using Simulated Annealing. IEEE Proceeding of International Conference on
Computer Graphics, Imaging and Visualization, University of Sydney Technology, 26-29 July.
3.
Nurul Hazra Abdul Salam & Siti Mariyam Shamsuddin. 2006. Bio-Inspired Computing
for Solving Inverse Kinematics of 3D Human Walking. Proceeding of the 4th International
Conference on Computer Graphics and Interactive Techniques in Australasia and South-East
Asia (GRAPHITE 2006), 29/11-2/12 KLCC, pp: 13-18.
Sarina Sulaiman & Siti Mariyam Shamsuddin. 2006. A Feasible Benchmark of
Graphical User Interface for 3D Modeling Software. Proceeding of the 4th International
Conference on Computer Graphics and Interactive Techniques in Australasia and South-East
Asia (GRAPHITE 2006), 29/11-2/12 KLCC, pp: 1-12.
Mohamad Azam Rana, Halim Setan & Siti Mariyam Shamsuddin. 2006. Hard Tissue
Reconstruction for Craniofacial Surgery Planning. Proceeding of the 4th International Conference
on Computer Graphics and Interactive Techniques in Australasia and South-East Asia
(GRAPHITE 2006), 29/11-2/12 KLCC, pp: 35-40.
Syaiful Nizam Yahya, Norhaida Mohd Suaib & Siti Mariyam Shamsuddin. 2006.
Dynamic Selection Based Method for Physical Based Deformation. Proceeding of the 4th
International Conference on Computer Graphics and Interactive Techniques in Australasia and
South-East Asia (GRAPHITE 2006), 29/11-2/12 KLCC, pp: 25-28.
Suryanti Awang & Siti Mariyam Shamsuddin. 2006. 3D Human Movement Modeling
Using Neural Network. Proceeding of the International Conference on Computing and
Informatics, Legend Hotel, 6th -8th June.
Anazida Zainal, Mohd Aizaini Maarof & Siti Mariyam Shamsuddin. 2006. Feature
Reduction Using Rough Set. IEEE Proceeding of the 10th TENCON, Hongkong, 14-17
November.
Marlinda Malek, Sobri Harun & Siti Mariyam Shamsuddin. Unsupervised NN and Its
Application to Impute Missing Daily Rainfall Data. Proceeding of the 2nd Southeast
Asian Natural Resources and Environmental Management Conference, KK Sabah, pp:
179-185.
4.
5.
6.
7.
8.
9.
2005
1. Ang Swee Wen, Siti Mariyam Shamsuddin & Yahya Samian. 2005. SHIP HULL FITTING
USING NURBS. IEEE Proceeding of International Conference on Computer Graphics, Imaging
and Visualization, pp:431-436, Institute of Automation, Chinese Academic of Science,
Beijing, China, 26-29 July.
2. S. M. Shamsuddin & A. R. Ismail. 2005. Modified Negative Selection Algorithm in
Artificial Immune Systems for Classification Problems. Proceeding of the 21st Interntional
Conference on MECHATRONICS, ICOM’05, 10-12 May, Pan Pacific Hotel, Kuala Lumpur.
3. Farhan Mohamed, Siti Mariyam Shamsuddin & Abdul Samad Ismail. 2005. Smart Web
Cache Prefetching with Multilayer Perceptron (MLP) Network. Proceedings of The 1st IMTGT Regional Conference on Mathematics, Statistics and Their Applications, pp: 555-567.
4. Nor Bahiah Ahmah, Siti Mariyam Shamsuddin & Siti Zaiton Mohd Hashim. 2005. Rough
Set Generation for Identifying Status of Students Knowledge Acquisition. Proceeding of
International Symposium on Bio-Inspired Computing, 5-7th September, Puteri Pan Pacific
Hotel, Johor Bahru.
26
5. Anazida Zainal, Mohd Aizaini Maarof & Siti Mariyam Shamsuddin. 2005. How AIS
Addresses Adaptability in IDS. Proceeding of International Symposium on Bio-Inspired
Computing, 5-7th September, Puteri Pan Pacific Hotel, Johor Bahru.
6. S.Z. Mohd Hashim & S. M. Shamsuddin. 2005. System Identification of Flexible
Structures using Neural Networks. Proceeding of International Symposium on Bio-Inspired
Computing, 5-7th September, Puteri Pan Pacific Hotel, Johor Bahru.
7. Norhalina Senan, Rahayu A.. Hamid, Naomie Salim & Siti Mariyam Shamsuddin.
Compound Bioactivity Classification using Neural Network, SVM & Rough Sets.
Proceeding of International Symposium on Bio-Inspired Computing, 5-7th September, Puteri
Pan Pacific Hotel, Johor Bahru.
8. Azah Kamilah Muda & Siti Mariyam Shamsuddin. 2005. A Framework of Artificial
Immune System in Writer Identification. Proceeding of International Symposium on BioInspired Computing, 5-7th September, Puteri Pan Pacific Hotel, Johor Bahru.
9. Mohd Shahrizal Sunar, Muhamad Azam Rana, Siti Mariyam Hj. Shamsuddin. 2005.
"RekAwan: An Interactive Cloud Modelling Editor for Games". Proceeding of
CyberGames 2005: International Workshop on Games Research and Development.
2004
1.
2.
3.
4.
5.
Mahmoud Ali Ahmed, Yahya Samian & Siti Mariyam Shamsuddin. 2004. Ship Surface
Generations Using NURBS with Hybrid Parameterization Method. Proceeding of the 4th
Regional Conference on Marine Technology, Hotel Regency, 7-9 September, Session IIIB :
Computer Applications & AI in Marine Technology : 11-17.
Siti Mariyam Shamsuddin & Mahmood Ali Ahmed. 2004. A Hybrid Parameterization
Method for NURBS. IEEE Proceeding of International Conference on Computer Graphics,
Imaging and Visualization, pp:15-20, Universiti Sains Malaysia, Penang 26-29 July.
Tan Shuen Chuan, Siti Mariyam Shamsuddin & Jumail Taliba. 2004. A Simple Block
Segmentation on Disconnected and Unbroken Digits. Proceeding of International
Conference on Computer Graphics, Imaging and Visualization, pp: 287-292, Universiti Sains
Malaysia, Penang 26-29 July.
Lim Wen Peng & Siti Mariyam Shamsuddin. 2004. 3D Object Reconstruction and
Representation Using Neural Networks. ACM Proceeding of International Conference on
Computer Graphics and Iteractive Techniques in Australasia and Southeast Asia, pp: 139-147,
Nanyang Technology Universiti, Singapore, 14-16 June (6 citations).
Kok Yit Pong & Siti Mariyam Shamsuddin. 2004. Rough Sets for Predicting the Kuala
Lumpur Stock Exchange Composite Index Returns. Proc. of Intern. Conference in
Knowledge Management (KMICE), Penang, 14-15 Febuary.
2003
1.
2.
3.
4.
Puteh Saad, Fadni Forkan & Siti Mariyam Hj. Shamsuddin. 2003. Enhancement of
Neural Network Convergence with Hidden Layer and Memory Part Control. Proc. Of the
International Conference on Robotics, Vision, Information and Signal Processing, Jan 22-24,
Penang, pp: 222-231.
Siti Mariyam Hj. Shamsuddin, Azuraliza Abu Bakar & Maslina Darus. 2003. Satu
Pendekatan Teori Set Kasar dalam Pembuatan Keputusan (Aplikasi Terhadap Pencaman
Simbol Matematik). Proc. Intern. Conference on Mathematics and Its Applications, Hotel
Equatorial, Bangi, 2-4 April.
Azuraliza Abu Bakar & Siti Mariyam Shamsuddin, 2003. Rough Discretization
Approach in Profitability Analysis For Neural Classifier. Proceeding of International
Symposium on Information Technology, Crown Princess Hotel, Kuala Lumpur, pp : 138-147.
Habibollah Haron, Dzulkifli Mohamad & Siti Mariyam Shamsuddin.16-18th July
2003. Applying Chain Code Algorithm In Extracting Geometric Entities of Line
27
Drawing. International Conference Geometric Modelling & Graphics- GMAG03,
London, UK.
2002
1. Siti Mariyam Hj. Shamsuddin & Maslina Darus. 2002. Deformation Images with
Shearing Invariants. The Proc. Of The 2002 International Arab Conference on Information
Technology (ACIT’2002), 16-19 December,University of Qatar, pp : 108-114.
2. Puteh Saad, Safaai Deris, Dzulkifli Mohamad & Siti Mariyam Hj. Shamsuddin. 2002.
Complex Image Recognition Based On Discretized and Undiscretized Features – A
Comparison. Proceeding Intern. Conf. On AI in Engineering and Technology (ICAIET-2002),
17-18 June, Universiti Malaysia Sabah, pp 171-177.
3. Gunadi W. Nurcahyo, Rose Alinda Alias, Siti Mariyam Hj. Shamsuddin & Mohd. Noor
Md. Sap. 2002. Vehicle Routing Problem For Public Transport : A Case Study. Proc. Of the
2002 International Technical Conf. On Circuits/Systems, Computers and Communications,
Phuket, Thailand, 16-19 July, pp : 1180-1183.
2000
1. Siti Mariyam Hj. Shamsuddin, Md. Nasir Sulaiman, Maslina Darus, Ramlan Mahmod,
& Fatimah Ahmad. 2000. Shearing Invariant Moments for Logo Trademarks. Proceedings
of The New Millennium International Conference on Pattern Recognition, Image Processing and
Robot Vision, 14 – 15 May, Terengganu Advanced Technical Institutes, pp 134-139.
1999
1. Siti Mariyam Hj. Shamsuddin, Md. Nasir Sulaiman, Maslina Darus, Ramlan Mahmod,
& Fatimah Ahmad. 1999. A Generalization of A New Scaled Invariant Moments For
Deformation Digits. Proceeding. of Intern. Conf. on Robotics, Vision & Parallel Processing,
Universiti Sains Malaysia, Perak, July 16th – July 18th, pp 513 - 521.
NATIONAL PROCEEDING
2012
1. Razana Alwee, Siti Mariyam Hj Shamsuddin, Roselina Sallehuddin, Economic Indicators
Selection for Crime Rates Forecasting using Cooperative Feature Selection, 18-19 Dis,
2012, 20th National Symposium On Mathematical Sciences SKSM2012.
2. Zuriahati Mohd Yunos, Siti Mariyam Hj Shamsuddin, Roselina Sallehuddin, Modelling
The Malaysian Motor Insurance Claim Using Artificial Neural Network And Anfis, 18-19
Dis, 2012, 20th National Symposium On Mathematical Sciences SKSM2012.
3. Sri Listia Rosa & Siti Mariyam Shamsuddin. 2012. Pemodelan Anomali Pesakit Dalam
Masa Nyata Berdasarkan Algoritma Sistem Kebal Buatan. 18-19 Dis, 2012, 20th National
Symposium On Mathematical Sciences SKSM2012.
2010
1. Wong Yee Leng & Siti Mariyam Shamsuddin. 2010. Writer Identification based on
Chinese Handwriting. Proceeding of The 1st National Doctoral Seminar on Artificial Intelligence
Technology, 27 – 28 September, UKM.
28
2. Waleed Ali Ahmed, Siti Mariyam Shamsuddin & Abdul Samad Ismail. 2010. Web Proxy
Cache Content Classification Based on Machine Learning Techniques. Proceeding of The 1st
National Doctoral Seminar on Artificial Intelligence Technology, 27 – 28 September, UKM.
3. Zuriahati Mohd Yunos, Siti Mariyam Shamsuddin & Noriszura Ismail. 2010. Modelling
the Malaysian Motor Insurance using Artificial Neural Networks. Proceeding of The 1st
National Doctoral Seminar on Artificial Intelligence Technology, 27 – 28 September, UKM.
4. Zahra Bahesti & Siti Mariyam Shamsuddin. 2010. Improvement of Multi-Layer
Perceptron Training using Optimization Algorithms. Proceeding of The 1st National Doctoral
Seminar on Artificial Intelligence Technology, 27 – 28 September, UKM.
5. Priza Pandunata & Siti Mariyam Shamsuddin. 2010. Different Evolution Optimization
for B-Spline Curve Approximation. Proceeding of The 1st National Doctoral Seminar on
Artificial Intelligence Technology, 27 – 28 September, UKM.
6. Hameed Rastegari & Siti Mariyam Shamsuddin. 2010. Analyzing User Behavior for
Personalization of Search Results. Proceeding of The 1st National Doctoral Seminar on
Artificial Intelligence Technology, 27 – 28 September, UKM.
7. Babak Behravesh, Siti Mariyam Shamsuddin & Alex Sim Tze Hiang. 2010. High
Performance Pattern Matching on Real-time System: A Location-based Approach.
Proceeding of The 1st National Doctoral Seminar on Artificial Intelligence Technology, 27 – 28
September, UKM.
2009
1. Siti Mariyam Shamsuddin. 2009. Peningkatan Pembelajaran Jaringan Saraf Buatan
Menggunakan Fungsi Kos. Prosiding Kebangsaan Sains Matematik ke-17, 15-17 Disember
2009, Equatorial Hotel Melaka.
2. Shafaatunnur Hasan & Siti Mariyam Shamsuddin. 2009. Hybridization of PSO and Self
Organizing Map for Classification Problems. Prosiding Kebangsaan Sains Matematik ke-17,
15-17 Disember 2009, Equatorial Hotel Melaka.
3. Norsharina Abu Bakar & Siti Mariyam Shamsuddin. 2009. Invarianceness Insect Images
with Integrated Zernike Invariants. Prosiding Kebangsaan Sains Matematik ke-17, 15-17
Disember 2009, Equatorial Hotel Melaka.
2008
1.
2.
3.
4.
5.
6.
7.
Siti Mariyam Hj. Shamsuddin. 2008. Kesan Pendiskretan Terhadap Operasi Pengelasan,
Pengecaman dan Pengenalpastian. Keynote Speaker One Day Seminar Kolej Yayasan
Melaka, 16 Oktober 2008.
Siti Mariyam Hj. Shamsuddin. 2008. Structure and Writing Style For Academic Paper
(Uncover the Hidden Knowledge For Better Investment. Invited Speaker at Universiti
Institut Teknologi Mara, Perak, 9 Julai 2008.
Siti Mariyam Shamsuddin. 2008. Research Design: Exploration of Hidden Knowledge. SLAB 6
Mei 2008.
Siti Mariyam Shamsuddin. 2008. Experimental Design in Computer Science. PARS 1 Julai
2008.
Siti Mariyam Hj. Shamsuddin. 2008. Sorotan Pembaikan Pembelajaran Rangkaian Saraf
Buatan. Seminar Sehari Kolej Yayasan Melaka, 10 April 2008.
Roselina Sallehuddin, Siti Mariyam Shamsuddin & Siti Zaiton Mohd Hashim. BPARIMA Model for Time Series Forecasting. Prosiding Simposium Kebangsaan Sains
Matematik ke-16, Renaissance Hotel, Kota Bahru, Kelantan, 2-5 Jun 2008.
Zuriahati Mohd Yunos, Siti Mariyam Shamsuddin, Siti Zaiton Mohd Hashim &
Norizura Ismail. A Review on Data Preparation in Insurance Industry. Prosiding
Kebangsaan Sains Matematik ke-16, Renaissance Hotel, Kota Bahru, Kelantan, 2-5 Jun
2008.
29
8. Siti Mariyam Shamsuddin & Maslina Darus. The Uncover of Hu’s Seven Moment
Invariants. Prosiding Kebangsaan Sains Matematik ke-16, Renaissance Hotel, Kota Bahru,
Kelantan, 2-5 Jun 2008.
2007
1. Siti Mariyam Shamsuddin. Kesarjanaan Dalam Bidang Sains Komputer. Invited Speaker,
Universiti Darul Iman Malaysia, 28 Oktober 2007.
2. Zainal, A., Maarof, M.A and Shamsuddin, S.M. 2007. An Adaptive Intrusion Detection
Model. A Workshop on Hybrid Soft Computing (HSC 2007), 3rd Dec Sofitel Palm Resort.
3. Waleed Ali & Siti Mariyam Shamsuddin. 2007. Artificial Lifre with Neural Network for
Improving Web Browser Caching. A Workshop on Hybrid Soft Computing (HSC 2007), 3rd
Dec Sofitel Palm Resort.
4. Mohd Zakree Ahmad Nazri, Siti Mariyam Shamsuddin & Azuraliza Abu Bakar. 2007.
Malay Language Technologies for Ontology Learning from Text. A Workshop on Hybrid
Soft Computing (HSC 2007), 3rd Dec Sofitel Palm Resort.
5. Sarina Sulaiman, Siti Mariyam Shamsuddin & Ajith Abraham. 2007. A Framework of
Rough-Cultural Algorithm in Optimizing Mobile Web Caching Performance. A Workshop
on Hybrid Soft Computing (HSC 2007), 3rd Dec Sofitel Palm Resort.
6. Norbahiah Ahmad & Siti Mariyam Shamsuddin. 2007. Mining Sigficant Rules for
Detecting Student Learning Style. A Workshop on Hybrid Soft Computing (HSC 2007), 3rd
Dec Sofitel Palm Resort.
7. Mohd Zakree Ahmad Nazri, Siti Mariyam Shamsuddin & Azuraliza Abu Bakar.
Kedudukan Konsep Rasul dalam Taksonomi Al-Quran. Prosiding Seminar Warisan Nabawi
“ Sunnah Aplikasi dan Cabaran Semasa”, 11-12 Julai De Palm Garden Hotel, Putrajaya, pp: 283291.
2005
1. Bariah Yusop & Siti Mariyam Shamsuddin. 2005. Supervised Kohonen Network for
Classification Problems. Prosiding Simposium Kebangsaan SAINS MATEMATIK ke xiii, Jilid
2, Hotel Holiday Villa, Alor Star, Kedah, 31 Mei – 2 Jun, pp : 816-823.
2. Roselina Sallehuddin, Siti Mariyam Shamsuddin & Tieh Teck Ming. 2005. Aplikasi
Rambatan Balik Pembaikan Dalam Peramalan Siri Masa. Prosiding Simposium Kebangsaan
SAINS MATEMATIK ke xiii, Jilid 2, Hotel Holiday Villa, Alor Star, Kedah, 31 Mei – 2 Jun,
pp : 885-892.
3. Azah Kamilah, Anazida Zainal & Siti Mariyam Shamsuddin. 2005. Sistem Kebal Buatan
– Suatu Tinjauan. Prosiding Simposium Kebangsaan SAINS MATEMATIK ke xiii, Jilid 2,
Hotel Holiday Villa, Alor Star, Kedah, 31 Mei – 2 Jun, pp : 924-930.
4. Mahmoud Ali Ahmed, Siti Mariyam Shamsuddin & Cik Suhaimi Yusof. 2005.
Pengurangan Titik Kawalan Dalam Interpolasi Permukaan. Prosiding Simposium
Kebangsaan SAINS MATEMATIK ke xiii, Jilid 2, Hotel Holiday Villa, Alor Star, Kedah, 31
Mei – 2 Jun, pp : 932-938.
5. Mohd Yusrin Mohd Yusof & Siti Mariyam Shamsuddin. 2005. Pergerakakan Tak Sekata
Menggunakan Teknik Kinematik Songsang. Prosiding Simposium Kebangsaan SAINS
MATEMATIK ke xiii, Jilid 2, Hotel Holiday Villa, Alor Star, Kedah, 31 Mei – 2 Jun, pp :
959-965.
6. Zuriahati Mohd Yunos & Siti Mariyam Shamsuddin. 2005. Pemodelan Indeks Komposit
Kuala Lumpur Menggunakan Adaptive Neuro Fuzzy Inference System. Prosiding Simposium
Kebangsaan SAINS MATEMATIK ke xiii, Jilid 2, Hotel Holiday Villa, Alor Star, Kedah, 31
Mei – 2 Jun, pp : 967-974.
30
2004
1. Shamsuddin S. M., Ahmed M. A. & Samian Y. 2004. Data Reduction for Object Modeilng
with Skinning Method. Proceeding of 2nd National Conference on Computer Graphics &
Multimedia, ESSET, Selangor 8-10 December, pp : 110-114.
2. Fadni Forkan, Bariah Yusop & Siti Mariyam Shamsuddin. 2004. A Pattern Learning
Behavior of BPN and Kohonen Network. Proceeding of 2nd National Conference on Computer
Graphics & Multimedia, ESSET, Selangor 8-10 December, pp : 5-9.
3. Muhamad Yusrin Yusof, Daut Daman & Siti Mariyam Shamsuddin. 2004. Modeling
Deformation for Cartoon Characters. Proceeding of 2nd National Conference on Computer
Graphics & Multimedia, ESSET, Selangor 8-10 December, pp : 230-234.
4. Ang Swee Wen, Siti Mariyam Shamsuddin & Cik Suhaimi Yusof. 2004. Ship Hull Design
Using NURBS. Proceeding of 2nd National Conference on Computer Graphics & Multimedia,
ESSET, Selangor 8-10 December, pp : 330-335.
5. Farhan Mohamed, Zulkarnaian Jamali, Siti Mariyam Shamsuddin, Abd. Samad Ismaial
& Ahmad Fariz Ali. Smart Web Caching with Structured Neural Networks. 2004.
Proceeding of 2nd National Conference on Computer Graphics & Multimedia, ESSET, Selangor 810 December, pp: 348-353.
6. Lau Hui Keng, Siti Mariyam Shamsuddin & Azah Kamilah Muda. 2004. Artificial
Immune System for Handwritten Digits Recognition. Proceedings of the 2nd Annual
Fundamental Science Seminar, Fundamental Institute of Ibnu Sina, UTM, 14 June, pp 343347.
7. Roselina Sallehuddin, Siti Mariyam Shamsuddin, Nurul Huda Firdaus & Norsuhaila
Osman. 2004. Kajian Terhadap Penormalan Data Ke atas Ketepatan Ramalan Tenaga
Elektrik di Johor Menggunakan Rangkaian Neural. Proceeding of National Seminar on
Decision Sciences, Penang, pp : 393-399.
8. Jastini Mohd Jamil and Siti Mariyam Shamsuddin. 2004. Artificial Neural
Network and Rough Set: On The Performance Analysis. Proceedings of The
National Conference on Decision Sciences, 15-17 December, Penang, pp: 110-116.
2003
1. Faridatulazna Ahmad, Zuhaimy Hj. Ismail & Siti Mariyam Shamsuddin. 2003. An
Improved Error Signal of Backpropagation With Different Activation Function in
Electricity Load Forecasting. Prosiding Simposium Kebangsaan Sains Matematik ke XI, 22-24
Disember, Universiti Malaysia Sabah, ms: 13-20.
2. Mahmoud Ali Ahmed & Siti Mariyam Hj. Shamsuddin. 2003. Parameterizatiton Error
Approximation For Object Modeling. Prosiding Simposium Kebangsaan Sains Matematik ke
XI, 22-24 Disember, Universiti Malaysia Sabah, ms: 176-187.
3. Kok Yit Pong & Siti Mariyam Shamsuddin. 2003. Rough Set Discretization for
Numerical Attributes: A Preprocessing for Stock Market Prediction. Prosiding
Seminar Sains Aktuari & Matematik Kewangan, 10 Disember, Fakulti Sains &
Teknologi, UKM.
4. Syed Taha Syed Zaid & Siti Mariyam Shamsuddin. 2003. Modelling KLCI Daily Return
Using ARFIMA. Prosiding Seminar Sains Aktuari & Matematik Kewangan, 10
Disember, Fakulti Sains & Teknologi, UKM.
5. Roselina Sallehuddin, Razana Alwee & Siti Mariyam Hj. Shamsuddin. 2003. Rambatan
Balik Dengan Algoritma Kryzak Terhadap Domain Peramalan Data Siri Masa. Proc.
National Conf. On Management Science & Operation Research, 24-25 June, Century Mahkota,
Melaka.
6. Siti Mariyam Hj. Shamsuddin, Roselina Sallehuddin, Razana Alwi, Syed Taha Syed
Zaid, Zuriahati Yunos & Rihana Jamaludin. 2003. Development of Intelligent System For
Predicting Stock Market Returns. Seminar ASITT, Puteri Pan Pacific Hotel, May 7, Johor
Bahru.
31
7. Siti Mariyam Hj. Shamsuddin, Cik Suhaimi Yusof, Mohd Razak Samingan, Yahya
Samian, Fadni Forkan, & Ang Swee Wen. 2003. Development of NURBS Surface
Reconstruction For Ship Hull Design. Seminar ASITT, Puteri Pan Pacific Hotel, May 7,
Johor Bahru.
8. Siti Mariyam Hj. Shamsuddin & Dzulkifli Mohamad. 2003. Higher Order Feature
Extraction on Unconstrained Isolated Images. Seminar ASITT, Puteri Pan Pacific Hotel,
May 7, Johor Bahru.
9. Cik Suhaimi Yusof & Siti Mariyam Hj. Shamsuddin. 2003. CAGD of Surfaces For Object
Modeling. 2003. Seminar ASITT, Puteri Pan Pacific Hotel, May 7, Johor Bahru.
10. Roselina Sallehuddin, Razana Alwee & Siti Mariyam Hj. Shamsuddin. 2003.
Classifications of Deseasonalised Time Series Data Using Soft Computing Techniques.
11. Seminar ASITT, Puteri Pan Pacific Hotel, May 7, Johor Bahru.
2002
1.
2.
3.
4.
5.
6.
7.
8.
9.
10.
Habibollah Haron, Dzulkifli Mohamad & Siti Mariyam Shamsuddin. Detection of Lines
from Series of Chain Code. 2002. Proc. Of National Conference on Computer Graphics and
Multimedia, Equatorial Hotel Melaka, 7/10 – 9/10, pp : 260-262.
Fadni Forkan, Siti Mariyam Shamsuddin & Puteh Saad. 2002. Peningkatan Pembelajaran
Rambatan Balik Dengan Kawalan Terhadap Aras Tersembunyi dan Ingatan. Proc. Of
National Conference on Computer Graphics and Multimedia, Equatorial Hotel Melaka, 7/10 –
9/10, pp: 336-341.
Gunadi W. Nurcahyo, Siti Mariyam Shamsuddin, Rose Alinda Alias & Mohd Noor Md.
Sap. 2002. Evaluation of Fuzzy-Based Parameter For Representating Uncertain Data. Proc.
Of National Conference on Computer Graphics and Multimedia, Equatorial Hotel Melaka,
7/10 – 9/10, pp : 399-404.
Zuriahati Mohd Yunos, Siti Mariyam Shamsuddin & Roselina Sallehudin. 2002. Neural
Kabur Dalam Peramalan (Satu Imbasan ). Proc. Of National Conference on Computer
Graphics and Multimedia, Equatorial Hotel Melaka, 7/10 – 9/10, pp : 405-410.
Dzulkarnaian Ali Yusop, Siti Mariyam Shamsuddin, Cik Suhaimi Yusof & Suriati
Sadimon. 2002. NURBS Editor Bagi Penjanaan Permukaan Objek. Proc. Of National
Conference on Computer Graphics and Multimedia, Equatorial Hotel Melaka, 7/10 – 9/10, pp
:475-484.
Nor Azwin Buang, Siti Mariyam Shamsuddin & Cik Suhaimi Yusof. 2002. Pemodelan
Lengkungan dan Permukaan Objek (Satu Kajian Terhadap Kaedah Bezier). Proc. Of
National Conference on Computer Graphics and Multimedia, Equatorial Hotel Melaka, 7/10 –
9/10, p : 490-495.
Ang Swee Wen, Siti Mariyam Shamsuddin & Yahya Samian. 2002. Rekabentuk Rangka
Kapal Menggunakan Parabolic Blending. Proc. Of National Conference on Computer
Graphics and Multimedia, Equatorial Hotel Melaka, 7/10 – 9/10, pp : 508-514.
Siti Rokhmah Mohd Shukri, & Siti Mariyam Shamsuddin. 2002. The Subdivision of a BSpline Surfaces for Object Modeling : An Overview. Proc. Of National Conference on
Computer Graphics and Multimedia, Equatorial Hotel Melaka, 7/10 – 9/10, pp : 529-535.
Razana Alwi, Roselina Sallehuddin, & Siti Mariyam Hj. Shamsuddin. 2002. Aspek
Perhitungan Rambatan Balik Dalam Domain Peramalan. Prosiding Kebangsaan Sains
Matematik ke-10, 23-24 Disember, Pan Puteri Pacific, JB, ms : 235-241.
Zuriahati Mohd Yunos, Siti Mariyam Shamsuddin, Roselina Sallehudin & Razana Alwi.
2002. Pemodelan Ketakstabilan Pasaran Komoditi Minyak Sawit Mentah di Malaysia.
Prosiding Kebangsaan Sains Matematik ke-10, 23-24 Disember,Pan Puteri Pacific, JB, ms:527542.
32
2001
1. Fadni Forkan & Siti Mariyam Hj. Shamsuddin. 2001. Further Enhancement of Neural
Network Convergence With Hidden Layer and Memory Part Control. Proceeding of
Student Conf. On Research & Development (SCOReD), 20-21 Feb., Legend Hotel , Kuala
Lumpur.
2. Siti Mariyam Hj. ShamsuddiN & Maslina Darus.
2001. Pengekstrakan Imej
Menggunakan Herotan Momen Takubah.
Prosiding Simposium Kebangsaan Sains
Matematik ke-9, 18-20 Julai, Universiti Kebangsaan Malaysia.
3. Roselina Sallehuddin & Siti Mariyam Hj. Shamsuddin. 2001. Penentuan dan Kesan
Parameter Pembelajaran Terhadap Peramalan Menggunakan Rambatan Balik (Satu
Kajian Terhadap Data Pengeluaran Hasil Getah). Prosiding Simposium Kebangsaan Sains
Matematik ke-9, 18-20 Julai, Universiti Kebangsaan Malaysia.
4. Siti Rokhmah Mohd Shukri, Siti Mariyam Hj. Shamsuddin & Cik Suhaimi Yusof. 2001.
Overview Representation of B-Spline Curves and Surfaces. Proceeding of Malaysian Science
and Technology Congress (Symposium C), USM, pp 538-546.
5. Syed Taha Syed Zaid, Roselina Sallehuddin & Siti Mariyam Hj. Shamsuddin. 2001.
Peramalan Harga Kopi Untuk Pasaran Komoditi Dunia Bagi Pasaran Hadapan
Menggunakan Rangkaian Neural. Proceeding of Malaysian Science and Technology Congress
(Symposium C), USM, ms 438-486.
6. Puteh Saad, Safaai Deris, Siti Mariyam Hj. Shamsuddin & Dzulkifli Mohamad. 2001. A
Comparison Of Feature Normalization Techniques On Complex Image Recognition.
Proceeding of The 2nd Conference on Information Technology in ASIA (CITA’01), pp 397-409.
2000
1. Roselina Sallehuddin, Mohd Salihain Ngadiman & Siti Mariyam Hj. Shamsuddin. 2000.
Peramalan Siri Masa Variasi Bermusim – Satu Pendekatan Alternatif Menggunakan
Rangkaian Neural. Proceeding of the National Conference on Management Science/Operation
Research (MSORSM), School of Mathematical Sciences, USM, 20-21 November, pp: 32-38.
1999
1. Siti Mariyam Hj. Shamsuddin & Siti Zaiton Mohd. Hashim. 1999. SISMATIK : A
Mathematical Computing System For Higher Education. Prosiding Kolokium Kebangsaan
Pengintegrasian Teknologi dalam Sains Matematik, 27th – 28th May, ms 294-299, Universiti
Sains Malaysia.
2. Siti Mariyam Hj. Shamsuddin, Md. Nasir Sulaiman, Maslina Darus, Ramlan Mahmod, &
Fatimah Ahmad. 1999. Geometric Moment Invariants & Aspect Invariant Moments : A
Feature Extraction for Handwritten Digits - A Comparison). Information Technology
Colloqiuim (INTEC) Universiti Putra Malaysia, May 18th , pp A7 – A11.
1998
1
2
Siti Mariyam Hj. Shamsuddin, Md. Nasir Sulaiman, Maslina Darus, Ramlan Mahmod,
dan Fatimah Ahmad. 1998. Geometric Moment Invariants Aspect Invariant Moments,
Moments for unequal scaled images & 3d Aspect Invariant Moments : A Feature
Extraction for Handwritten Digits - A Comparison, Technical Report, Universiti Putra
Malaysia.
P. Saad, D. Mohamed, S. Deris & S.M. Shamsuddin. 1998. Trade Image Clustering
Technique Using Self-Organizing Map. Proceeding. of Intern. Conf. on IT & Multimedia, 28th30th Sept., Universiti Tenaga Malaysia, pp sc7-1.
33
1997
1. Siti Mariyam Hj. Shamsuddin, 1997. Neural Network : A Complementary of Artificial
Intelligence Techniques. Fakulti Sains Matematik, May 5th UKM.
2. Siti Mariyam Hj. Shamsuddin, Maslina Darus & Rokiah Ahmad. 1997. Aljabar dan
Teknologi Maklumat. Prosiding Seminar Teknologi dalam Pendidikan Islam, 9-11 September
Pusat Islam, Kuala Lumpur, pp 59-64.
3. Siti Mariyam Hj. Shamsuddin, Nasarudin Zenon, & Rosmah Ali. 1997. Rangkaian Neural.
Ensaiklopedia UTM.
1996
1
2
3
4
5
Siti Mariyam Hj. Shamsuddin, Saiful Hafizah Hj. Jaaman, Noriza Majid & Noriszura
Ismail, 1996. Neural Network Model for Profitability Analysis. Proceeding. Of National
Conference On Research and Development in Computer Science and Its Applications, pp390-394,
UPM.
Siti Mariyam Hj. Shamsuddin, Saiful Hafizah Hj. Jaaman, Noriza Majid & Noriszura
Ismail, 1996. Pengaruh Teknologi Maklumat Dalam Peramalan Harga Saham. Prosiding
Simposium Kebangsaan Sains Matematik Ke-VII, 3-5 Disember, ms 369-375, Institut
Teknologi Mara Shah Alam.
Siti Mariyam Hj. Shamsuddin, Saiful Hafizah Hj. Jaaman, Noriza Majid & Noriszura
Ismail, 1996. Alternatif Penilaian Durasi Bon. Prosiding Simposium Kebangsaan Sains
Matematik Ke-VII, 3-5 Disember, ms 362-368, Institut Teknologi Mara Shah Alam.
Siti Mariyam Hj. Shamsuddin, Muriati Mukhtar, & Azuraliza Abu Bakar, 1996. Sistem
Komputeran Matematik. Prosiding Simposium Kebangsaan Sains Matematik Ke-VII, 3-5
Disember, ms 184-189, Institut Teknologi Mara Shah Alam.
Siti Mariyam Hj. Shamsuddin, Saiful Hafizah Hj. Jaaman, Noriza Majid, Noriszura
Ismail & Mohd Idris Jayes, 1996. Pengenalan Kepada Rangkaian Neural : Aplikasi dalam
Instrumen Kewangan. Technical Report FSM/Disember/LT 23.
1995
1. Siti Mariyam Hj. Shamsuddin, Abdul Rahman Abdullah, Marini Abu Bakar, Azlina
Ahmad & Seah Boon Keong. S-CAD dalam Pengajaran dan Pembelajaran. Prosiding
Seminar Kebangsaan Reka Cipta Anjuran UNESCO, Institut Aminudin Baki Genting
Highlands, 11 - 12 Sept 1995.
2. Siti Mariyam Hj. Shamsuddin, Abdul Rahman Abdullah, Marini Abu Bakar, Azlina
Ahmad & Seah Boon Keong. CAD in IT Education. Proceeding. of National CAD/CAM
Conference 10 - 12 Oct, 1995 KL Hilton, pp 1-7.
3. Siti Mariyam Hj. Shamsuddin, Noriza Majid, Saiful Hafizah Hj. Jaaman & Noriszura
Ismail. Problema Peristilahan Sains Aktuari di Era Teknologi Maklumat. Proceeding. of
Fifth International Conference On Translation, Hotel Hyatt Regency Johor Bahru 21 - 23
November, 1995, pp 101-103.
4. Siti Mariyam Hj. Shamsuddin, Saiful Hafizah Hj. Jaaman, Noriza Majid & Noriszura
Ismail. 1995. Instrumen Kewangan dalam Ledakan Teknologi Maklumat. Prosiding
Seminar Kebangsaan Statistik UUM.
1994
1. Siti Mariyam Hj. Shamsuddin, Saiful Hafizah Hj. Jaaman, Noriza Majid & Noriszura
Ismail. Antara Muka Universiti - Industri. Pasca Sidang Kolokium Tahunan FSMK 10 - 12
Jun 1994 City Bay View Hotel Melaka.
34
2. Siti Mariyam Hj. Shamsuddin, Saiful Hafizah Hj. Jaaman, Noriza Majid & Noriszura
Ismail. Karuma Mantap Sains Matematik-Industri . Prosiding Seminar Sains Matematik
dalam Industri, UTM Skudai Johor Bahru, 27 - 29 Dec 1994.
1993
1. Siti Mariyam Hj. Shamsuddin. Pengskedulan Kursus-kursus Universiti - Satu Pendekatan
secara Graf Berpemberat. Technical Report FSMK Dec1993/LT41.
2. Siti Mariyam Hj. Shamsuddin & Eshah Ayu Mohamad. Pengumpukan suatu subjek
mengikut kecenderungan jabatan. Technical Report FSMK Dec 1993/LT40.
3. Siti Mariyam Hj. Shamsuddin & Muriati Mukhtar. Peningkatan Pemahaman Konsep
Matematik Melalui Pengaturcaraan. Pasca Sidang Kolokium Tahunan FSMK 6 - 9 Jun 1993
IKIP Kuantan, ms 87-93.
EDITED PROCEEDINGS
2012
1. Roselina Sallehuddin & Siti Mariyam Shamsuddin, Editors, Soft Computing Application in
Industry, UTM Press ISBN 978-983-52-0898-0, 2012.
2009
2. Ajith Abraham, Nana Herman & Siti Mariyam Shamsuddin and Yun-Huoy Choo,
International Conference on Softcomputing and Pattern Recognition (SoCPaR 2009), IEEE
Computer Society, USA, ISBN 978-0-7695-3879-2, 2009 (Preface).
INVITED TALK
2013
1. Invited Researcher, Institute of Information Theory & Automation, Rep Czech 20
September 2013 – 4 October 2013.
2. Invited Speaker, Universiti Sriwijaya Palembang, 28 – 30 August 2013.
3. Speaker on Research in Soft Computing, Universiti Tun Hussin Onn (UTHM), 15 May
2013.
4. Invited Researcher, University of Adelaide, 21 – 22 March 2013.
5. Invited Researcher, University of South Adelaide, 19 – 21 March 2013.
2012
1. Invited Speaker, Workshop on Writing to Impact Journal, Faculty of Computing 6
January 2012.
2. Invited Speaker, Innovative Knowledge Transfer Training, Ibnu Sina Institute of
Fundamental Sciences, 9th May 2012.
3. Invited Speaker, Workshop On Research Methodology, Center of Information
Communication Technology(CICT) , 23th May 2012 and 29th May 2012.
4. Speaker, Intelligent Data Center, 1st World Congress of Emerging Info-Tech, 28-30 August
2012 Dalian China.
5. Invited Speaker, Monitoring Students’ Progress Until VIVA, Faculty of Computing, 10
October 2012.
35
6. Invited Speaker, Workshop on Writing to Impact Journal, K-Economy Research Alliance,
UTM, 17-18 October 2012.
7. Invited Speaker, Importance of Biometric Systems in Our Daily Life, Sekolah Kebangsaan
Taman Universiti I, 30 October 2012.
8. Invited Speaker, Importance of Biometric Systems in Our Daily Life, Sekolah Menengah
Kebangsaan Agama, Johor Bahru, 31 October 2012.
2011
1. Invited Talk, Workshop On Social Computing and Cultural Modeling, Shangri-La Hotel
Chiang Mai, Chiang Mai, Thailand, 28th Feb 2011 – 4th March 2011.
2. Keynote Speaker, Creativity in Technolog Innovation for Human Wealth Creation: From Trilogy
Perspectives, Universitas Bina Studi, Indonesia 8 June 2011.
3. Speaker, Soft Computing Courses, Sudan University of Science and Technology (SUST), 28th
June 2011 – 9th July 2011.
4. Keynote Speaker, International Seminar on Scientific Issues and Trends” Universitas Bina
Studi, Jogyakarta, 21 – 23 October 2011.
2010
1.
2.
3.
4.
5.
Invited Talk, E-Science Fund Workshop, Universiti Malaysia Pahang, 18 Feb 2010.
Invited Talk, How to Get Fund (RAKE) UTM 31st May 2010.
Invited Talk, Quantitative Research Design, SLABS UTM 17th June 2010.
Invited Talk, Quantitative Research Design, PARS UTM 22nd June 2010.
Invited Talk, Research Trends in Computer Science (AI and Its Benchmarking), Center of
Artificial Intelligence Technology (CAIT), UKM 18th May 2010.
6. Keynote Speaker, Research in Artificial Intelligence, 1st Postgraduate Seminar on Artificial
Intelligence, 27 – 29 September 2010.
7. Keynote Speaker, Effective and Responsible Postgraduate Supervision, Multimedia University
6th October 2010.
8. Invited Speaker, International Conference on Mathematical Sciences (ICMS 2010), UKM,
1st December 2010.
2009
1. Keynote Lecture, Moment-Based Discretization for Authorship Invarianceness, 8th
International Conference on Computer Information Systems and Industrial Management
Applications, December 9-11, 2009, Coimbatore, India.
2. Invited Talk, Research Motivation: Uncover Hidden Knowledge for the Betterment of
Muslim Community, Kolej Islam Perak Darul Ridzuan, 24 Jun 2009.
3. Keynote Lecture, Artificial Immune System for Islamic Finance: Application in
Abnormal Stock Trading Detection, SEMINAR ON QUANTITATIVE ISLAMIC
FINANCE AND TAKAFUL (QIFT 2009), 6 – 7 July 2009.
4. Keynote Lecture, Research Trends in Computer Science, Konferensi Nasional Teknologi
Informasi dan Aplikasinya, Universitas Sriwijaya Palembang, 7 November 2009.
5. Invited Talk, Publish Your Ppper to Impact Factor Journal, 1 July 2009, UMP.
6. Invited Talk, Data Scaling and Normalization for Intelligent Classifier, 25th March 2009,
UTeM.
7. Invited Talk, AI Research: Current and Future Research, 25th March 2009, UTeM.
8. Invited Talk, How to Organize International Conference, 29th December 2009, FTMM,
UTHM.
9. Invited Talk, Research and Experimental Design in Computer Science, 18th June 2009,
SLAB, FSKSM.
10. Invited Talk, Experimental Design in Computer Science, 15th June 2009, PARS FSKSM.
36
2008
1. Invited Talk Information Technology Seminar, Kolej Yayasan Mara, Sorotan Kajian
Pembaikan Algoritma Pembelajaran Bagi Rangkaian Saraf Buatan, 10 April 2008.
2. Keynote Lecture, Information Technology Seminar, Kolej Yayasan Mara, Kesan
Pendiskretan Terhadap Operasi Pengelasan, Pengecaman dan Pengenalpastian, 16
October 2008.
3. Invited Talk Universiti Institut Teknologi Mara (UiTM, Perak), Writing for Academic
Journal, 9 July 2008.
4. Invited Talk, Research Design in Computer Science, 6th May 2008, SLAB, FSKSM.
5. Invited Talk, Experimental Design in Computer Science, 1st July 2008, PARS FSKSM.
2007
1. Invited Talk, International Conference on Mathematical Sciences (ICOMS), UTM,
Biologically-Inspired Computing for Problem Solving in Pattern Recognition, 29 May
2007.
2. Invited Talk Information Technology Seminar, Kolej Yayasan Mara, Teknik Sistem Kebal
Buatan Untuk Pengesanan dan Pengelasan Data, 26 July 2007.
3. Invited Talk, Universiti Darul Iman, Terengganu, Kesarjanaan Dalam Bidang Teknologi
Maklumat/Sains Komputer, 29 October 2007.
4. Invited Talk, SLABS UTM, Literature Review in ICT, 27 November 2007.
REVIEWERS
INTERNATIONAL 2013
1.
2.
3.
4.
5.
IEEE Transactions on Systems, Man and Cybernatics (Part B)
Multimedia Tools and Applications, Springer
Soft Computing, Springer
Fuzzy Sets and System, Elsevier
Information Sciences, Elsevier
INTERNATIONAL 2012
1.
2.
3.
4.
5.
IEEE Transactions on Systems, Man and Cybernatics (Part B)
Multimedia Tools and Applications, Springer
Soft Computing, Springer
Fuzzy Sets and System, Elsevier
Information Sciences, Elsevier
INTERNATIONAL 2011
1.
2.
3.
4.
5.
6.
IEEE Transactions on Systems, Man and Cybernatics (Part B)
Neural Network, Elsevier
Information Sciences, Elsevier
Multimedia Tools and Applications, Springer
Computer Methods and Programs in Biomedicine, Elsevier
Fuzzy Sets and System, Elsevier
37
INTERNATIONAL 2010
1.
2.
3.
4.
5.
6.
Security and Communications Network, John-Wiley
The Computer Journal, Oxford University Press.
Journal of Digital Forensic Practice, Taylor & Francis
IEEE Transactions on Systems, Man and Cybernatics (Part B)
Neural Network, Elsevier
Information Sciences, Elsevier
INTERNATIONAL 2009
1. The 5th IASTED International Conference on Advances in Computer Science and Technology
2. IEEE Computer Society Press on 11th International Conference on Computer Modeling and
Simulation, (UKSiM/EUROSiM 2009), Cambridge, UK.
3. Applied Soft Computing, Elsevier.
4. Journal of Theoretical and Applied Electronic Commerce Research, Italy.
5. Journal of Virtual Reality, Springer.
6. International Journal of Open Problems in Computer Science & Mathematics.
7. 9th International Conference on Hybrid Intelligent Systems (HIS 2009).
8. International Conference on Computational Science and Its Applications (ICCSA 2009).
9. International Journal of Artificial Intelligence, Science Alert.
10. World Congress on Biologically Inspired Computing (NaBiC 2009).
11. International Conference on Soft Computing & Pattern Recognition (SoCPaR 2009).
12. Soft Computing Journal, Springer.
INTERNATIONAL 2008
1.
2.
3.
4.
5.
6.
7.
Springer Book Chapter on Emergent Web Intelligence.
Applied Soft Computing Journal, Elsevier.
Soft Computing Journal, Springer.
Computer Network and Security, Elsevier.
Asia Modeling Symposium (AMS 2008), UK.
International Journal of Computer Simulation, Systems and Modeling, UK.
International Conference on Computational Science and Its Applications (ICCSA08),
Springer-Verlag.
8. Fifth International Conference on Soft Computing as Transdiciplinary Science and
Technology, Paris France 27-31 October 2008 (CSTST 2008).
9. 8th International Conference on Hybrid Intelligent Systems (HIS 2008, 10-12 September),
Barcelona Spain.
10. Journal of IT and Multimedia, UKM.
INTERNATIONAL 2007
1.
2.
3.
4.
Applied Soft Computing Journal, Elsevier.
International Conference on Computational Science and Its Applications (ICCSA07).
International Conference on Computer and Instrumentation (CIM07), Johor Bahru
The 11th World Multi Conference on Systemics, Cybernetics and Informatics, Orlando, Florida
USA, 16-19 July.
First Regional Conference on Computational Science and Technology (RCCST 2007) , UMS.
5.
6. International Conference on Computer Graphics, Imaging and Visualization (CGIV’07).
38
INTERNATIONAL 2006
1.
2.
3.
4.
Applied Soft Computing Journal, Elsevier, 2006.
International Journal of Mathematics and Applications, INDIA, 2005
International Journal of Management Studies, UUM.
4th International Conference on Computer Graphics and Interactive Techniques in
Australisa and South-East Asia (GRAPHITE), 29/11/2006 – 2/12/2006, KLCC.
5. The 10th World Multi Conference on Systemics, Cybernetics and Informatics, Orlando, Florida
USA, 16-19 July.
6. International Conference on Computer Graphics, Imaging and Visualization (CGIV’06).
INTERNATIONAL 2005
1. 9th International Conference on Mechatronics Technology, ICMT 2005.
2. The 9th World Multi Conference on Systemics, Cybernetics and Informatics, 2005 USA.
3. International Conference on Computer Graphics, Image and Vision (CGIV05).
4. International Journal of Management Studies, UUM.
INTERNATIONAL 2004
1. The 8th World Multi Conference on Systemics, Cybernetics and Informatics, 2004 USA.
2. International Conference on Computing, Communications and Control Technologies :
CCCT’04 USA).
INTERNATIONAL 2003
1. The 7th World Multi Conference on Systemics, Cybernetics and Informatics, 2003 USA.
NATIONAL 2008
1. Journal of IT and Multimedia, UKM.
2. 4th Faculty of Computer Science and Information Systems Postgraduate Annual Research
Seminar (PARS’06), 1-4 July 2008.
NATIONAL 2007
1.
2.
3.
4.
Cyber Multimedia Journal, MMU.
Journal of Multimedia, UKM.
Journal of ICT, UUM.
Malaysian Journal of Civil Engineering, UTM.
NATIONAL 2006
1.
2.
3.
4.
Jurnal Teknologi, UTM.
Multimedia Cyberspace Journal, Multimedia University.
Information, Communication and Technology Journal, UUM.
2nd Faculty of Computer Science and Information Systems Postgraduate Annual Research
Seminar (PARS’06), 24-25 May 2006.
NATIONAL 2005
1. Jurnal Teknologi, UTM.
2. Journal of Information, Communication and Technology Journal, UUM.
3. The 1st Malaysian Software Engineering Conference (MySEC’05).
39
NATIONAL 2004
1. A Visual Tool for Determining the Maximum Independent Set of a Graph Using the
Polynomial Formulation Method (Jurnal Teknologi, UTM).
2. Feature Extraction of Trademark Images Using Geometric Invariant Moment and Zernike
Moment – A Comparison (Jurnal KUKUM).
3. A Fast Face Recognition Using Iris Detection (Jurnal KUKUM).
4. Complex Image Matching Based on a Novel Feature Vector Using Counterpropagation
NN (Jurnal Teknologi Maklumat, FSKSM).
5. Content-Based Image Retrieval of Wavelet-Based Compressed Images (2nd National
Conference in Computer Graphics – CoGRAMM04).
6. Establishing Significant Elements Used to enhance Local Content of Malaysian Animation
:Arts and Its Cultural (2nd National Conference in Computer Graphics – CoGRAMM04).
7. Exploiting Voronoi Diagram and Delaunay Triangular for Face Recognition (2nd National
Conference in Computer Graphics – CoGRAMM04).
8. Exploring Cinematography and Vital Composition Techniques in Local Animation : An
Analysis of Recent Works (2nd National Conference in Computer Graphics –
CoGRAMM04).
9. Face Recognition Based on Hybrid Feature Selection (2nd National Conference in
Computer Graphics – CoGRAMM04).
10. On Line Handwritten Character Recognition Based on online-offline Features using BP
NN (2nd National Conference in Computer Graphics – CoGRAMM04).
11. Shape Outline Detection Using Active Contour Models (Snakes) (2nd National Conference
in Computer Graphics – CoGRAMM04).
12. WAP-Based Stock Market Prediction Model Using Neural Network (2nd National
Conference in Computer Graphics – CoGRAMM04).
13. Dynamic Segmented Features for Malay Continous Automotive Voice Activated Control
(AVAC) (2nd National Conference in Computer Graphics – CoGRAMM04).
NATIONAL 2003
1. The Performance of User Verification Using Two Fingerprint Based on Error Rate ( Jurnal
Analisis, UUM).
2. Penggunaan Analisis Rangkaian Neural dalam Memodelkan Harga Minyak Sawit (Jurnal
Teknologi, UTM).
3. Forecasting X-Bar and R Control Chart Using ANN (Jurnal KUiTTHO).
4. Pengimplementasian Kaedah Multigrid Terhadap Empat Kaedah Lelaran Terpilih Bagi
Menyelesaikan Persamaan Resapan Olakan Satu Dimensi (Jurnal Teknologi Maklumat,
FSKSM).
5. Aspek-aspek Kualiti Bagi Pengurusan Kualiti dalam Perkhidmatan Teknologi Maklumat :
Fokus Kepada Bahagian Perkhidmatan Pengguna Bagi Sektor Awam (Jurnal
Antarabangsa IT, UKM).
6. A Modeling Technique for Loading and Scheduling Problems in Flexible Manufacturing
System (FMS) (Jurnal TM, FSKSM).
POSTGRADUATE (Ph.D/MSc)
GRADUATED
PhD 2013
1. Centripetal Particle Swarm Optimization for Real and Binary Space (Zahra Bahesti).
2. Improved Spikeprop Algorithms for Neural Network Learning (Falah A. H. Ahmed)
40
3. Biomimetic Pattern Recognition for Writer Identification (Syamsuyardi)
4. Intelligent Surface Reconstruction for Complex Manufacturing Design (Azwin Buang)
PhD 2012
1. Analyzing User Behavior for Construction and Updating User Profile in Personalized
Search Results (Hamid Rastegari).
2. Granular Mining for Detecting Students Learning Style (Norbahiah Ahmad).
3. Intelligent Mobile Web Pre-caching Using Social Network Analysis (Sarina Sulaiman).
4. Intelligent Web Proxy Caching Approaches Based on Supervised Machine Learning
Techniques (Waleed Ali Ahmed).
5. Novel Method of Evolving Spiking Neural Network and PSO with Applications (Haza
Nuzly Abdul Hameed)
MSC BY RESEARCH (2013)
1. Sistem Kebal Buatan Terhadap Pemantauan Ketaknormalan Pesakit Dalam Waktu Nyata
(Satu Kes Kajian Menggunakan Teknologi RFID) – Sri Listia Rosa
MSC BY RESEARCH (2012)
1. Optimized NURBS Surface Reconstruction with Differential Evoluton (Priza Pandunata,
2012).
MSC MIXMODE (2012)
1. Macro Features-Based Discretization for Identical Twin's Handwriting Identification
(Bayan Omar Mohamed).
2. Three Term Back Propagation Neural Network for Moisture Prediction (Said Jadid Abdul
Kadir).
3. Imperialist Competitive Algorithm (ICA) and Multi-Layer Perceptron (MLP) Neural
Network for Software Reliability Prediction (Shirin Noekhah).
PhD (2011)
1. Immuned-Based Hierachical Clustering for Taxonomy Learning from Malay Text (Mohd
Zakree Ahmad Nazree, 2011).
2. Memetic Multi-Objective Evolutionary Algorithms of Radial Basis Function Network for
Classification Problems (Sultan Noman Qasem, 2011).
3. An Adaptive Intrusion Detection Model for Dynamic Network Traffic Patterns (Anazida
Zainal, 2011).
MSC BY RESEARCH (2011)
1. Integrated Zernike Formulaton for Features Granularity in Pattern Recognition
(Norsharina Abu Bakar, 2011).
2. Weighted Central Moments for Image Invarianceness (Rela Putri Pamungkas, 2011).
3. A New 3D NURBS Skinning and Fitting for Ship Hull Design (Delint, 2011).
PhD (2010)
1.
Hybridization of Nonlinear and Linear Model for Time Series Forcasting (Roselina
Sallehuddin - Supervisor).
41
2.
3.
Enhanced Feature Selection Method for Illicit Web Content Filtering (Lee Zhi Sam – cosupervisor).
PSO FeedForward for Hourly Rainfall Runoff Modeling in Bedup Basin, Malaysia (Kuok
King Kuok – cosupervisor)
MSC BY RESEARCH (2010)
1. Enhanced Self Organizing Map (ESOM) and Particle Swarm Optimization (PSO) for
Classification Problems (Shafaatunnur Hasan).
MSC COURSEWORK (2010)
1. A Hybrid Edge Detection Using Fuzzy Sets Theory and Cellular Learning Automata
(Afshin Ghanizadeh).
2. A Novel Solution to the TSP using Fuzzy Sets, Gravitational Search Algorithm and GA
(Amir Atapour).
3. An Impact on Weight Changes of Modified Term BP Neural Network for Classification
Problems (Citra).
4. Effect of Lattice Topologies and Distance Measurements in Kohonen for Better
Classification (Sathiapriya D/O Ramiah).
5. Solving Shortest Path Problem Using Gravitational Search Algorithm and Neural
Networks (Saman Sinaei).
6. Handwrittten Arabic Writer Identification (Wafa, MSc 2010).
MSC BY MIXMODE
1. Elman Recurrent Network Model Based on PSO for Crime Rate Forecasting (Mohd
Hisyamuddin Mohd Hashim, 2010).
2. The Impact of Discretization Method on Chinese Handwriting Identification (Wong Yee
Leng, 2010).
3. Semantic Database in Intelligent E-Learning (Mostafa Erfani, 2010).
4. Dendritic Cell Algorithm for Pattern Recognition (Zeyad, 2010).
PhD (2009)
1. Authorship Invarianceness for Writer Identification Using Invariant Discretization and
Modified Immune Classifier (Azah Kamilah Muda - Supervisor).
MSc by Research (2009)
1. Algoritma Rangkaian Kohonen-Swarm Bagi Penjanaan Permukaan (Fadni Forkan –
Supervisor).
2. Intelligent Client-Side Web Caching Scheme Based on Neuro-Fuzzy System (Waleed Ali
Ahmed – Supervisor).
MSc by Coursework (2009)
1. Artificial Neural Network Learning Enhancement Using Artificial Fish Swarm Algorithm
(Tan Swee Quo).
2. Forecasting Foreign Exchange Rates for CAD/USD Using Artificial Neural Network
(Rafidah Hanem Jalil).
3. Study of Particle Swarm Optimization Fitness Functions for Multi Layer Perceptron
Network in Classification Problems (Jong Chin Hua).
4. Study of Cost Functions for Discretized Data Using ANN Classifier (Jegathesan Bellbam)
42
5. A Neural Network Approach for Osteo Arthritis Diagnosis (Falah Ahmed).
6. An Engine for Complex Event Processing (A Case Study on Passive RFID Readers for a
Virtual Shopping Mall) (Babak Behravesh).
7. Multiple Classifiers for On-line Signature Verification System (Amjad Ali Esmael).
MSc Coursework (2008)
1.
2.
3.
4.
5.
6.
7.
8.
RBF Learning Enhancement with Particle Swarm Optimization.
Impacts of Vmax Activation Function in PSO based Neural Network.
PSO Social Network Structures for ANN Learning Enhancement.
Clonal Selection Algorithm for Classification Problems
Differential Evolution for Neural Network Learning Enhancement.
The Tuning of Error Signal for Backpropagation Algorithm.
Comparison of Different Cost Functions in Three Term Backpropagation Network.
Rough Set Theory for Travel Demand Analysis in Malaysia.
MSc by Research (2007)
1. Peningkatan Pembelajaran Rangkaian Kohonen dengan Pembaikan Terhadap Struktur Kekisi
Heksagon (Bariah Yusob –Supervisor)
2. Architecture for Smart Web Caching (Farhan Mohamed – co-supervisor).
3. Optimization of Ship Hull NURBS surface Fitting Using Simulated Annealing (Ang Swee
Wen – Supervisor)
MSc Coursework (2007)
1.
2.
3.
4.
5.
Fuzzy Type II Neural Network as new Soft Computing Techniques.
Artificial Immune System for Abnormal Stock Trading Detection.
Enhancement of Elman Recurrent Netowork with Particle Swarm Optimization.
PSO Clustering for Handwritten Digits Classification.
Generation of New Decision Table of Rough Set Reducts and Rules for Cardiac Data Set.
MSc by Research (2006)
1. Pemodelan Data Indeks Komposit Kuala Lumpur Menggunakan NeuroFuzzy (Zuriahati
Mohd Yunor – Supervisor).
MSc Coursework (2006)
1.
2.
3.
4.
5.
6.
7.
Particle Swarm Optimization for Neural Network Learning Enhancement.
Three-Term Backpropagation Algorithm for Classification Problem.
Solving Inverse Kinematics Using Kohonen Network for 3D Human Walking.
Multilevel Kohonen Learning Enhancement for Classification Problem.
Artificial Neural Network Time Series Modeling for Revenue Forecasting.
Mobile Database Summarization Using Rough Set.
Tuning of Learning Parameters for two-term BP Network using Improved GA.
Phd (2005)
1. Hybrid NURBS Parameterization for Ship Hull Design (Mahmoud Ali Ahmed –
Supervisor)
MSc by Research (2005)
1. Cloud Modeling Framework for Virtual Environment.
43
2. Physics-Based Modeling and Simulation of Collision Response.
MSc Coursework (2005)
1. Immune Classifier for Breast Cancer Problem.
2. Improved Two Term BP Error Function For Classification Problems.
Phd (2004)
1. Rough Set on Speaker Dependent Recognition (Ummu Salamah Mohamed – co
supervisor).
2. Reconstruction of 3D Solid Model from 2D Line Drawing (Habibollah Haron – cosupervisor)
MSc Coursework (2004)
1. Pengecaman Suara Untuk Sebutan Terpisah /A/ hingga /Z/ menggunakan Teknik
Support Vector Machine (SVM).
2. 3D Human Walking using Neural Network.
Phd (2003)
1. Modified Sweep Algorithm in Vehicle Routing Problem for a Public Transport (Gunadi
Nurcahyo – co supervisor).
2. Trademark Image Classification Approaches Using Neural Network and Rough Set
Theory (Puteh Saad – co supervisor).
MSc Coursework (2003)
1. Recurrent Network for Modeling House Price Prediction.
2. Pre-Discretiztion and Post-Discretization for Classifcation Problems – A Comparison.
MSc by Research (1993)
1. Penyelesaian Berangka bagi Persamaan Korteweg-Devries: Suatu Penekanan dalam
Saling Tindak Soliton.
CURRENT PHD SUPERVISION
1. Soft Computing Techniques in Modeling Premium Price of Automobile Insurance
(Zuriahati, writing).
2. An Intelligent System for EEG-Based Diagnosis using Artificial Immune System and
Particle Swarm Optimization (Nasser Omar Bakkret, writing).
3. PDE-Based Image Impainting for Lung Nodules Analysis (Koorosh Nemati, writing).
4. AIS for Lung Nodule Detection (Hang See Pheng, writing).
5. Multi-Strategy SOM Learning with Harmony Search Algorithm for Classification
Problems (Shafaatunnur Hasan, writing).
6. Multi-Modal Biometrics for Chinese Writer Identification (Wong Yee Leng, writing).
7. Near Infra-Red Face Recognition (Sajad Farokhi, writing).
8. Quantum Neural Network for Classification Problems (Muhammad Firdaus, writing).
9. Graph-based Method for Affine Moment Invariant (Vazeeruddin, writing).
10. Prognosis Survival Model for Breast Cancer using Fuzzy Classifier (Aida Ali, writing).
11. Crime Analysis using Granular Computing (Razana Alwee, writing).
44
12.
13.
14.
15.
16.
17.
18.
19.
20.
21.
22.
23.
24.
25.
26.
27.
28.
29.
Rough Set and Artificial Fish Swarm for Financial Indicators Selection (Bahtiar, writing).
Enhancement of Rule Modeling for Complex Event Processing (Babak, in progress).
Multi-Objective PSO for Image Segmentation (Nilam Nur, in progress).
Granular Computing for Data Mining (Yosef Farhang, in progress).
On-line Whiteboard Verification (Intan Ermahani, in progress).
Galaxy Image Classification with Evolutionary Computing (Dian Palupi, in progress).
Spiking SOM for Classification Problems (Bariah Yusop, in progress).
Afor Temperature Prediction of the Heat Transfer (Lizawati, in progress).
Multi Objective Optimization for 3TBPNN (Ashraf Osman, in progress).
Multi Objective Spiking Neural Networks (Abdulrazaq Alhababi, in progress).
Searching Space using Membrane Computing (Einallah, in progress).
Multispectral Palmprint Identification using (FABEMD) Image Fusion and ForceCode
Features(Selma El Nasir, in progress).
Ontology-based Cloud Discovery Using Intelligent Agents (Abdullah, in progress).
Blind Video tampering Detection Based on Moments Geometric Features (Abdalrahman,
in progress).
Optimizing Agriculture Waste using MODE (Siti Nurulasilah, in progress).
Membrane Computing (Rafa Ismael,in progress).
PDE-based Surface Reconstruction (Syed Khawar Nadeem, in progress).
Multi Modal Fingerprints Images for Biometric System (Yuhanim, in progress).
MSC BY RESEARCH
1. Knowledge Extraction from SOM network (Sajjad, in progress).
2. Multi Objective Biogeography based Optimization (Nur Farhana Hordri, in progress).
UNDERGRADUATE THESIS (SUPERVISOR)
2013
1. Location Tracking for Social Networking Tools
2. Surface Fitting using Particle Swarm Optimization (Chong Li San)
3. Particle Swarm Optimization for Curve Fitting (Ong Mei Thien)
2008
1. Pengekstrakan Imej Serangga menggunakan Affine Moment Invariant (Graduated 2008).
2. Pengekstrakan Imej Serangga menggunakan Tbichef Moment Invariant (Graduated 2008).
3. Clonal Selection Algorithm for Handwritten Recognition (Graduated 2009).
2007
1. Kajian Pengoptima Partikel Kelompok Terhadap Pengelasan (Graduated 2007)
2006
1. Kajian Sistem Kebal Buatan Terhadap Pengelasan Pen Digit.
2. Teknik Perhitungan Jarak Minimum dalam Pengesanan Pelanggaran Rambut.
3. Sistem Pendiskretan Data Grafik.
45
2005
1.
2.
3.
4.
Clonal Selection in Artificial Immune System for Web Caching.
Negative Selection of Artificial Immune System in Web Caching.
Stock Market Prediction Using Kohonen Network.
Pembinaan Semula Permukaan Menggunakan Rangkaian Kohonen.
2004
1.
2.
3.
4.
5.
6.
A Wavelet Approach in Image Retrieval.
Fast Fourier Transform in Image Retrieval.
Rough Set for Predicting The KLSE Composite Index Returns.
Neural-Fuzzy Classifier for Isolated Handwritten Digits.
Kajian Terhadap Pengelas Rangkaian Neural Bagi Data Universal.
Pembentukkan & Perwakilan Semula Permukaan Objek 3D Menggunakan Rangkaian
Neural.
7. Penghasilan Permukaan Bezier dengan Menggunakan Realiti Maya.
8. PDA Bagi Merekod Kehadiran Pelajar
2003
1.
2.
3.
4.
5.
6.
7.
Pendiskretan Set Kasar Dalam Pengelasan Data Universal.
Portal TUDM Subang.
Pengecaman Poskod Bercetak Menggunakan Contour Sequence Moment.
Kaedah Tak Sekata Pada Pergerakan Karaktor Kartun.
Automasi Pengekstrakan Fitur Terhadap Imej Digit Bercetak.
Pembelajaran Senibina Kapal (Lambung Bebas) Secara Atas Talian.
Perbandingan Secara Intensif Algoritma Penjanaan Garis Lurus.
2002
1.
2.
3.
4.
5.
6.
7.
8.
9.
10.
11.
12.
13.
14.
15.
Teknik Subdivisi Pembaikan Permukaan Splin_b Terhadap Pemodelan Objek.
Rekabentuk Rangka Kapal Menggunakan Parabolic Blending.
Pengekstrakan Fitur Menggunakan Analisis Global Terhadap Imej Digit Bercetak.
Aplikasi Sudut Pandangan Stadium Maya Menggunakan VRML.
Sistem Sokongan Merancang Jual Beli Rumah.
Laman WEB Interaktif Perusahaan Automobil Nasional Berhad.
Penjanaan Permukaan Bentuk Muka Bumi.
Analisa Harga Saham Di Bursa Saham Kuala Lumpur Dengan Menggunakan Pendekatan
Rangkaian Neural.
Rangkaian Neural Dalam JAVA : Satu Perbandingan.
E-Learning: Antaramuka GUI.
Enjin Pembelajaran GUI .
Enjin Pembelajaran Matematik Secara WEB.
Realiti Maya terhadap Lengkung.
Pemodelan Permukaan Objek Menggunakan Bezier.
LamanWEB Automobil Nasional Berhad.
2001
1. Pembangunan Enjin Matematik Secara WEB.
2. Konsep Set Kabur Dalam Sistem Lakaran Bebas:Kajian Terhadap Garis Lurus dan
Lengkung.
46
3. Kajian Terhadap Parameter Pembelajaran Algoritma Rambatan Balik.
4. Pembangunan Enjin Pembelajaran Secara Elektronik.
5. Pengekstrakan Fitur Terhadap Aksara Tulisan Bercetak Menggunakan Kaedah Momen
Takubah (Satu Perbandingan).
6. Teknik Mempercepatkan Penumpuan Rangkaian Rambatan Balik : Satu Kajian Terhadap
Kawalan Aras Tersembunyi dan Ingatan.
7. Simulasi Pembelajaran Sistem Suria.
8. Pembangunan Enjin Lengkungan dan Permukaan Bezier Bagi Pemodelan Objek.
9. Realiti Maya Terhadap Lengkung.
10. E-Learning : AntaraMuka Pengguna Bergrafik – Tetingkap dan Menu.
11. Pembangunan Enjin Matematik Secara WEB.
COMMITTEE MEMBER
2013
1. Advisor, Center for Artificial Intelligence (CAIT), Universiti Kebangsaan Malaysia.
2. Research Publication Fellow, Research Publication Center (RPC) Universiti Teknologi
Malaysia.
3. Editor-in-Chief, International Journal of Advances in Soft Computing and Its
Applications (http://www.i-csrs.org/ijasca/index.html).
4. Editor-in-Chief, International Journal of Information Sciences and Computer Engineering
(http://www.ijisce.org/).
5. Editorial Board, Journal of Information and Communication Technology,UUM (Feb 2002 –
present).
6. Executive Member of Machine Intelligence Research Lab (MIR Lab), Malaysian Chapter
(2008 – Present).
7. Management Committee of K-Economy Research Alliance, UTM (2009 – Present)
8. Member of Professor Council, UTM (2009 – Present).
9. Malaysian Mathematical Society (Life Member).
10. PIBG Sekolah Menengah Kebangsaan Agama (SMKA) Johor Bahru.
2012
1. Advisor, Center for Artificial Intelligence (CAIT), Universiti Kebangsaan Malaysia.
2. Research Publication Fellow, Research Publication Center (RPC) Universiti Teknologi
Malaysia
3. Editor-in-Chief, International Journal of Advances in Soft Computing and Its
Applications (http://www.i-csrs.org/ijasca/index.html).
4. Editor-in-Chief, International Journal of Information Sciences and Computer Engineering
(http://www.ijisce.org/).
5. Editorial Board, Journal of Information and Communication Technology,UUM (Feb 2002 –
present).
6. Executive Member of Machine Intelligence Research Lab (MIR Lab), Malaysian Chapter
(2008 – Present).
7. Management Committee of K-Economy Research Alliance, UTM (2009 – Present)
8. Member of Professor Council, UTM (2009 – Present).
9. Malaysian Mathematical Society (Life Member).
10. PIBG Sekolah Menengah Kebangsaan Agama (SMKA) Johor Bahru.
11. PIBG Sekolah Kebangsaan Taman Universiti
47
2011
1. Editor-in-Chief, International Journal of Advances in Soft Computing and Its
Applications (http://www.i-csrs.org/ijasca/index.html).
2. Editor-in-Chief, International Journal of Information Sciences and Computer Engineering
(http://www.ijisce.org/).
3. Editorial Board, Journal of Information and Communication Technology,UUM (Feb 2002 –
present).
4. Executive Member of Machine Intelligence Research Lab (MIR Lab), Malaysian Chapter
(2008 – Present).
5. Management Committee of K-Economy Research Alliance, UTM (2009 – Present)
6. Member of Professor Council, UTM (2009 – Present).
7. Malaysian Mathematical Society (Life Member).
8. PIBG Sekolah Menengah Kebangsaan Agama (SMKA) Johor Bahru.
9. PIBG Sekolah Kebangsaan Taman Universiti 1
2010
1. Editor-in-Chief, International Journal of Advances in Soft Computing and Its
Applications (http://www.i-csrs.org/ijasca/index.html).
2. Editor-in-Chief, International Journal of Information Sciences and Computer Engineering
(http://www.ijisce.org/).
3. Head of Electronics, Energy and ICT for Society Cluster, UTM (16 Dec 2006 – May 2009).
4. Editorial Board, Journal of Information and Communication Technology,UUM (Feb 2002 –
present).
5. Executive Member of Machine Intelligence Research Lab (MIR Lab), Malaysian Chapter
(2008 – Present).
6. Management Committee of K-Economy Research Alliance, UTM (2009 – Present)
7. Member of Professor Council, UTM (2009 – Present).
8. Malaysian Mathematical Society (Life Member).
9. PIBG Sekolah Menengah Kebangsaan Agama (SMKA) Johor Bahru.
10. PIBG Sekolah Kebangsaan Taman Universiti
2009
1. Editor-in-Chief, International Journal of Advances in Soft Computing and Its
Applications (http://www.i-csrs.org/ijasca/index.html).
2. Editor-in-Chief, International Journal of Information Sciences and Computer Engineering
(http://www.ijisce.org/).
3. Head of Electronics, Energy and ICT for Society Cluster, UTM (16 Dec 2006 – May 2009).
4. Editorial Board, Journal of Information and Communication Technology,UUM (Feb 2002 –
present).
5. International Conference on Water Resource, Chairperson for Special Track on Adaptive
Soft Computing, 26-27 May 2009.
6. International Conference on Hybrid Intelligent Systems (HIS 2009), Chairpeson for
Special Session on Intelligent Pattern Computing, Liaoning, China, 12-14 August 2009.
7. General Chair, International Conference on Soft Computing and Pattern Recognition
(SoCPaR 2009), 4-7 December 2009, Melaka.
8. Executive Member of Machine Intelligence Research Lab (MIR Lab), Malaysian Chapter
(2008 – Present).
9. Management Committee of K-Economy Research Alliance, UTM (2009 – Present)
10. Member of Professor Council, UTM (2009 – Present).
11. Malaysian Mathematical Society (Life Member).
12. PIBG Sekolah Kebangsaan Taman Universiti
48
2008
1. Head of Electronics, Energy and ICT for Society Cluster, UTM (16 Dec 2006 – Present).
2. Editorial Board, Journal of Information and Communication Technology, UUM (Feb 2002 –
present).
3. Editorial Board, Journal of Technology,UTM (Sept 2006 – August 2008).
4. Editorial Board, International Journal of Mathematics and Its Applications, INDIA (2005 –
present).
5. Asean Modeling Symposium, Co-chair Special Track on Hybrid Soft Computing, 13-15
May 2008.
6. Chairperson for a Workshop on Intelligent Adaptive Systems, Eighth International
Conference on Intelligent System Design and Applications, Nov 26-28, 2008, Taiwan.
7. International Programme Committee, 1st IEEE Conference on the Applications of Digital
Information and Web Technologies (ICADIWT 2008), Aug 4-6 2008, VSB- Technical
University of Ostrava, Czech Republic.
8. International Programme Committee, 8th International Conference on Hybrid Intelligence
Systems, 10-12 September 2008, Barcelona Spain (HIS 2008).
9. International Programme Committee, International Conference on Games and Research
Development (CYBERGAMES 2008), 27-30th October 2008, Beijing China.
10. International Programme Committee, 5th International Conference on Soft Computing as
Transdiciplinary Science and Technology, 26-30th October 2008, Paris France.
11. IEEE member (2001 – present).
12. ACM SIGGRAPH (2002 – present).
13. ACM SIGGRAPH Kuala Lumpur CHAPTER (Conference Chairman: 2003 – present).
14. Malaysian Mathematical Society (Life Member).
15. American Mathematical Society (2000 – present).
16. PIBG Sekolah Kebangsaan Taman Universiti (1).
2007
1. Head of Electronics, Energy and ICT for Society Cluster, UTM (16 Dec 2006 – Present).
2. Editorial Board, Journal of Information and Communication Technology,UUM (Feb 2002 –
present).
3. Editorial Board, Journal of Technology,UTM (Sept 2006 – present).
4. Editorial Board, International Journal of Mathematics and Its Applications, INDIA (2005 –
present).
5. Guest Editorial Board , International Journal of Virtual Reality.
6. IEEE member (2001 – present).
7. ACM SIGGRAPH (2002 – present).
8. ACM SIGGRAPH Kuala Lumpur CHAPTER (Conference Chairman: 2003 – present).
9. Malaysian Mathematical Society (Life Member).
10. American Mathematical Society (2000 – present).
11. PIBG Sekolah Kebangsaan Taman Universiti (1).
12. Committee member, International Conference on Computational Science and Its
Applications (ICCSA 2007).
13. Committee member, International Conference on Cybergames, 2007.
14. Chairman, a Workshop on Hybrid Soft Computing in Engineering, ICT and Social
Science, 3rd December 2007 (HSC2 2007).
15. Chairman, a Colloquium on Aerospace Technology, 26th June 2007.
16. Chairperson, MJISAT 2007.
49
2006
1. General Conference Chair, 4th International Conference on Computer Graphics and Interactive
Techniques in Australasia and South East Asia (GRAPHITE 2006).
2. Head of Electronics, Energy and ICT for Society Cluster, UTM (16 Dec 2006 – Present).
3. Editorial Board, Journal of Information and Communication Technology,UUM (Feb 2002 –
present).
4. Editorial Board, Journal of Technology,UTM (Sept 2006 – present).
5. Editorial Board, International Journal of Mathematics and Its Applications, INDIA (2005 –
present).
6. IEEE member (2001 – present).
7. ACM SIGGRAPH (2002 – present).
8. ACM SIGGRAPH Kuala Lumpur CHAPTER (Conference Chairman: 2003 – present).
9. Malaysian Mathematical Society (Life Member).
10. American Mathematical Society (2000 – present).
11. PIBG Sekolah Kebangsaan Taman Universiti (1).
2005
1.
2.
3.
4.
5.
6.
7.
8.
9.
10.
IEEE member (2001 – present).
ACM SIGGRAPH (2002 – present).
ACM SIGGRAPH KL-CHAPTERS (Conference Chairman: 2003 – present).
Malaysian Mathematical Society (Life Member).
American Mathematical Society (2000 – present).
Committee member of Technical 6 (ISC G-TC 6)- SIRIM, Berhad.
Head Department of Graphics & Multimedia, FSKSM (1/8/2001 – Dec 2006).
PIBG Sekolah Kebangsaan Taman Universiti (1).
Referee, Journal of Information and Communication Technology, UUM (Feb 2002 – present).
Moderator for EUROASIA ICT Cooperation, 8-10 June 2005, Mandarin Oriental Hotel,
Kuala Lumpur.
11. Co-Chairman of International Symposium on Bio-Inspired Computing, 5-7 September 2005.
2004
1. Forum Panel for Research Methodology, Bilik Demo 1, Dewan Kuliah Blok P16, FKE
UTM (14/5/2004).
2. Chairman for the 2nd National Conference on Computer Graphics & Multimedia
(CoGRAMM’04), 8-10 December 2004, ESSET, Selangor.
3. Repporteur, A National Symposium on ICT, MADICT Hotel Pan Pacific (20/5/2004).
4. Advisor for Advertisement Multimedia Competition, Organized by Golden Key
International Honour Society, Dewan Sultan Iskandar, UTM (12/12/2004).
5. Reviewer for SCI 2004.
6. External Evaluator for Promotion (Assoc. Prof) - 2004.
7. External Curriculum Advisor (2004).
8. External Evaluator for Journal Publication.
9. External Examiner Phd & MSc Thesis (2004).
10. Viva Chairperson (14/12/2004).
11. IGS Grant Evaluation (20/10/2004).
2003
1. Head of Technical Industry Grant Scheme Panel (IGS), Ministry of Science, Technology &
Innovation (2003).
50
2.
3.
4.
5.
6.
7.
8.
9.
10.
Reviewer for SCI 2003.
Parallel Session Chairperson, ROVISP03, USM, 24 Jan 2003.
Parallel Session Chairperson, ITSIM, UKM, 1 Oktober 2003.
Parallel Session Chairperson, Simposium Keb. Sains Matematik, UMS, Sabah 24 Disember
2003.
Facilitator Research Methodology (UTM 2003).
Invited Talk on How to Write a Paper in Scientific Journal, Format and Style, 25 April 2003,
Soft Computing Research Group, Fakulti Sains Komputer & Sistem Maklumat, UTM
Invited Talk on Biological Classifiers : Revealing the Secrets of GOD’s Creation For Technology
Development, 25 Julai 2003, Soft Computing and Mathematical Research Group, Fakulti
Sains & Teknologi, UKM
Represent FSKSM in Volleyball Tournament Inter-Department, Kompleks Sukan, UTM, 2003.
Represent FSKSM in Bowling Tournament Inter-Department, Kompleks Sukan, UTM, 2003.
2000-2002
1. Chairman for the National Conference on Computer Graphics & Multimedia
(CoGRAMM’2), 9-10 October 2002, Hotel Equatorial, Malacca.
2. Coordinator for Educational Trip to PST Communications (M) Sdn. Bhd. (Kluang Man
Animation Studio), Petaling Jaya, 4 Febuary 2002.
3. Coordinator Fullbright Talk A Current Issues in Animation and Visual Effects in Film, Dewan
Jumaah, UTM, 18 Febuary, 2002.
4. Coordinator for Demonstration on RHINOCEROS Nurbs Modelling for Windows,
Graphics Lab, Department of Graphics and Multimedia, FSKSM, 28 Mac 2002.
5. Committee Member of Launching, Publication and Proceeding, Simposium Kebangsaan
Sains Matematik ke-10, 23-24 Disember, 2002, Pan Pacific Hotel,JB.
6. Committee member of IT Project – UTM-Schlumberger, 2001.
7. Postgraduate Coordinator for Postgraduate by Research, FSKSM (1/1/2001 – 2002).
8. Committee member of Publications, FSKSM (2001– 2002).
9. Committee member of Journal MENEMUI MATEMATIK, Persatuan Sains Matematik
Malaysia (2001– 2002).
10. Committee member of ASIIT FSKSM (2001 – 2002).
1992-1997
1. Committee member of Cyber Campus Project, FSKSM (1997).
2. Committee member of Hardware & Software, FTSM (1995 & 1996).
3. Committee member of Research & Development, Fakulti Teknologi & Sains Maklumat
(FTSM).,(1995 & 1996).
4. Committee member of Fakulti Sains Matematik & Komputer Colloquium (1994).
5. Committee member of Publication, Fakulti Sains Matematik & Komputer (1994).
6. Committee member of Translation, Fakulti Sains Matematik & Komputer (1993/1994).
7. Committee member of Programming Contest For IPTA 1992, UKM.
8. Committee member Syarahan Perdana Ungku Omar, UKM, 1993.
9. Committee member of Mathematics Research Group (KUPEM), UKM, 1992.
CONFERENCE/SYMPOSIUM/WORKSHOP/SEMINAR
2011
1. A Seminar on System Dynamics – A Modeling Methodology for 21st Century, 12-13 April
2011.
51
2. A Colloquium on Using System Dynamics for Modeling Production Systems, 20 April
2011, UTM.
3. A Colloquium on Stochastic Periodic Review Model of a multi-retailer supplying chains, 27
April 2011, UTM.
4. A Colloquium on Multi-Objective using Linear Programming, 4 May 2011, UTM.
5. A Workshop of Postgraduate Management and Supervision, 27-29 May 2011, Legend
Resorts, Cherating Kuantan
6. Soft Computing Seminar, 1-3 June 2011, INB Resort Melaka.
7. Keynote Speaker, A Public Seminar on IT, 8 Jun 2011, Bandung Indonesia.
8. Keynote Speaker, International Seminar of Scientific Issues & Trend Issues (ISSIT
2011), 22 Oktober 2011, Yogyakarta, Indonesia.
9. Invited Speaker, Soft Computing Short Courses, Sudan University of Science and
Technology (SUST), Sudan, 28th Jun – 9th July 2011.
10. Chairperson, Special Session on Pattern Analysis and Computing, SoCPaR 2011, Malacca Dec 4
– 6 2011.
2010
1. Asia Modeling Symposium (AMS 2010), Kota Kinabalu Sabah
2. 1st National Doctoral Seminar on Artificial Intelligence Technology (CAIT 2010).
3. Seventh International Conference on Computer Graphics, Imaging and Visualization
(CGIV 2010).
4. International Conference on Rough Set and Knowledge Transaction, 2010.
5. IEEE Conference on Granular Computing, 2010.
6. 12th International Conference on Computer Modelling and Simulation, 2010.
2009
1.
2.
3.
4.
5.
6.
A Colloquium on Future Directions of Hybrid Soft Computing in 20 Years, 17 Febuary 2009.
A Tutorial on Hybrid Evolutionary Computing (Part I & II), 18 Febuary 2009.
A Colloquium on Getting Published: Scientific Method and Simple Statistics, 1 June 2009.
A Colloquium on Getting Published: Paper Writing, 2 June 2009.
A Colloquium on Artificial Immune Systems Algorithm, 2 June 2009.
A Colloquium on Research Achievements of Handwritten Pattern Recognition and CEDAR
database: Past, Present and Future, 30 November 2009.
7. A Colloquium on Forensic Document Analysis, 1 December 2009.
8. A Colloquium on Recent Trends in Forensic Document Analysis, 2 December 2009.
9. A Tutorial on Statistical Validation in Forensic Document Analysis, 2 December 2009.
2008
1.
2.
3.
4.
5.
A Tutorial on Fuzzy Classifier for Imbalance Data, D07 Seminar Hall, 17 January 2008.
A Colloquium on Fuzzy Set-Based Soft Computing Technique, 16 January 2008.
A Colloquium on Artificial Immune Systems, 22nd May 2008.
A Tutorial on Artificial Immune Systems, 24th May 2008.
A Talk on Clustering, 24th Jun 2008.
2007
1. A Workshop on Hybrid Soft Computing in Engineering, ICT and Social Sciences, 3 rd Dec
2007, Sofitel Palm Resort.
2. A Colloquium on Aerospace Technology, 26th June 2007, Cinta Ayu, Pulai Spring Resorts.
3. International Conference on Computational Science and Its Applications (ICCSA 2007).
52
4. Malaysian-Japan International Symposium in Advanced Technology, Seri Puteri Hotel,
12-15 November 2007.
5. A Tutorial on Particle Swarm Optimization, D07 Seminar Hall, August 2007.
6. A Tutorial on Hybrid Intelligent Systems, D07 Seminar Hall, 30th Nov – 1st Dec 2007.
7. A Colloquium on Hybrid Intelligent Systems, D07 Seminar Hall 29th Nov 2007.
8. A Workshop on Literature Review for SLAB, 26th November 2007.
2006
1.
2.
3.
4.
5.
6.
7.
A Workshop on FSKSM Governance, 28/1/2001 – 30/1/2006, Bayview Melaka.
A Workshop on Academic Curriculum, 2/3/2006, UTM Johor.
A Forum on Supervision, 8/3/2006, Activity Room, D07 FSKSM.
A Workshop of Fundamental Research Grant, 29/3/2006, Seminar Hall, D07 FSKSM.
A Workshop on Academic Curriculum, 18/4/2006, Alumni Hall, UTM Johor.
A Workshop on E-Science Grant, 10/5/2006, Activity Room, D07 FSKSM.
4th International Conference on Computer Graphics and Interactive Techniques in
Australasia and South East Asia (GRAPHITE 2006).
8. A Workshop on Postgraduate Curriculum (MSc), 14th December 2006, FSKSM.
9. A Workshop on Postgraduate Curriculum, 16th 18th December 2006, Holiday Villa,
Cherating Kuantan.
2005
1. A Workshop on FSKSM Governance, 6/1/2005 – 7/1/2005, Center of Advance Software
Engineering, UTM Kuala Lumpur.
2. A Workshop on Quality Assurance, 11/1/2005, FSKSM UTM.
3. A Workshop on Academic Curriculum, 13/1/2005, Activity Room, D7, UTM Johor.
4. University Cradle Investment Programme (UCIP) Briefing, 24/2/2005, BIP UTM.
5. Taklimat JPA bagi Permohonan Pengiktirafan Program Baru, 31/3/2005, Dewan Senat
UTM.
6. A Pre-Workshop on Programme Documentation Specification, 12/4/2005, Hotel Sofitel,
Senai Johor.
7. A Workshop on Programme Documentation Specification, 6/5/2005-8/5/2005, Hotel
Renaissance, Melaka.
8. Annual Postgraduate Seminar (PARS) 16-18 Mei 2005, FSKSM UTM.
9. A Course on PTK, 20 May – 4 June 2005, School of Graduate Studies, UTM.
10. A Conference on ICT EURO Malaysia, 9-10 June 2005, Mandarin Hotel Kuala Lumpur.
11. Program Bicara Intelek, 27 July 2005, CTL UTM.
12. Forum Nanoteknologi, 4 July 2005, Institute Ibnu Sina, UTM.
13. Taklimat AGRO-BIO Cluster, 28 July 2005, Fakulti Pertanian, UPM.
14. Seminar Percambahan Pemikiran Islam Hadhari Peringkat IPTA/IPTS 2005 Zon Selatan,
4 August 2005, KuiTHHO.
15. A Workshop on SCS New Curriculum, 17 August 2005, FSKSM UTM.
16. A Workshop of Academic Excellence, 23-25 September, UTM.
17. A Talk on Rhinoceros Modeling Plug-Ins, 9 Dec 2005, Fakulti Teknologi & Sains
Maklumat UKM.
18. A Workshop on Focus Area, 16-18 Dec 2005, De Rhu Beach Resort, Kuantan Pahang.
19. A Course on Islamic Capital Market, 20-22 Dec 2005, Institute of Islamic of Banking and
Finance, Kuala Lumpur.
2004
1. A Course on Penulisan Karya Asli, 26-28 Febuary 2004, Club Boardroom, Club House,
Palm Resort Golf & Country Club, Senai Johor.
53
2. A Course on Introduction to Technology Entrepreneurship and Enterprise Development, 20-33
July 2004, Bilik Seminar Jasmin, Loji Pandu Kejuruteraan Kimia, UTM, Skudai.
3. A Workshop on Penerbitan dari Tesis ke Buku, 21-23 September 2004, Perpustakaan
Sultanah Zanariah, UTM, Skudai.
4. A Course on Aspect in Technology Marketing, 12-13 October 2004, Bilik Seminar 1,
Postgraduate School, Block F54, UTM, Skudai.
5. Annual Fundamental Seminar, Fundamental Institute of Ibnu Sina, UTM, 14 June 2004.
6. 2nd National Conference on Computer Graphics & Multimedia, ESSET, Selangor 8-10 December
2004.
7. A Course on Penyeliaan dan Penilaian Pengajian Siswazah (Sains, Kejuruteraan dan Teknologi
Maklumat), 9-10 August 2004, Dewan Perwira 1, Hotel Sofitel, Senai Johor.
8. A Workshop on Problem Based Learning, Dewan Seroja, Rumah Alumni, UTM, 19-20
Julai 2004.
9. A Course on Postgraduate Supervision and Evaluation (Science, Engineering and
Information Technology), 9-10 August 2004, Sofitel Hotel, Senai.
10. A Workshop on Aspect in Technology Marketing, 12-13 October 2004, Bilik Seminar 1,
Pusat Pengajian Siswazah, UTM.
11. A Workshop on Masalah Sosial Disiplin dan Penguatkuasaan Tatatertib Pelajar, 29-30 April
2004, Pulai Spring Golf Resort, Johor.
12. 1st Annual Seminar on ICT in Manufacturing 2004, 9/10/2004, Seminar Hall Block D07,
FSKSM UTM.
13. A Lecture Series on DNA : Tapping its Information Storage Capacity for Computation,
26/7/2004-4/8/2004, Ibnu Sina Institute for Fundamental Science Studies, UTM.
14. A Lecture on U-CIP, 20/9/2004, CICT, UTM.
15. A Lecture on Academic Advisory, 26/6/2004, Smart Room, FSKSM.
16. A One Day Seminar on Prof. Shaharir Mohd. Zain, 3/6/2004, Hotel Equatorial, Bangi.
17. A Symposium on Majlis Anugerah Dekan ICT, 20/5/2004 – 21/5/2004, Pan Puteri Pacific,
Johor Bahru.
18. A Tour to Fine Animation Sdn. Bhd. 26/8/2004.
19. A Tour to Securities Exchange Sdn. Bhd. Berjaya Times Square, 11/8/2004.
2003
1. International Conference on Robotics, Vision, Information and Signal Processing
(ROVISP), 22nd – 24th January 2003, Penang.
2. A Course on Membrane Computing : From Cells to Computers, 26-27 Febuary 2003,
Century Novotel, Kuala Lumpur.
3. A Workshop on Pembinaan Portfolio Pengajaran, 14-15 April 2003, Sofitel Palm Resort,
Senai Johor.
4. A Research Seminar on RMK-7 & RMK-8 Aerospace, Information Technology &
Communication 7th May 2003, Puteri Pan Pacific Hotel, Johor Bahru.
5. A Workshop on Perancangan Strategik Fakulti Sains Komputer & Sistem Maklumat, 22-24
Januari 2003, Riviera Bay Resort, Melaka.
2002
1. A Course on RHINOCEROS – NURBS for Windows Modeling, Symmetrix Lab, 6 – 8
Febuari, 2002.
2. A Course on Rough Set For Data Mining, 24/4/2002, Makmal KPU-10, Fakulti Sains Komputer
& Sistem Maklumat, UTM.
3. National Conference on Computer Graphics & Multimedia, 7-9 October 2002, Hotel Equatorial
Melaka.
4. International Arab Conference in IT (ACIT2002), 16 – 19 December 2002, University of
Qatar.
54
5. A National Simposium on Mathematical Sciences (10) , Pan Puteri Pacific, JB, 23-23
Disember 2002.
6. A Workship on Teaching Portfolio, 2nd September 2002, Dewan Jamuan, UTM.
7. A Course on 7 Effective Habits, 18th – 20th June, 2002, Puteri Resort, Ayer Keroh Melaka
2001
1. A Kolokium on Computer Graphics: Past, Present and Future. Dewan Seminar, FSKSM, 8-9
Febuari 2001.
2. International Student Conference on Research & Development (SCOReD), 20-22 Febuary,
2001, Legend Hotel, KL.
3. A National Simposium on Mathematical Sciences (9), 18-20 Julai 2001, Universiti
Kebangsaan Malaysia.
4. A Workshop on Strategic FSKSM, Pantai Balok, Kuantan 15-17 Jun, 2001.
5. A Workshop on IRPA Evaluation, Dewan Jumaah, UTM, 28-29 Jun 2001.
6. Expo Sains & Teknologi, PWTC Kuala Lumpur, 29 Jun – 1 Julai, 2001.
7. A Workshop on Strategic FSKSM, Tanjuan Tuan Port Dickson, 20-21 Julai, 2001.
8. A Workshop on IRPA Evaluation, 28-29 Jun, 2001, Dewan Jamuan, UTM.
9. Expo Sains & Teknologi, 30/6-1/7 2001, PWTC, Kuala Lumpur.
10. A Workshop on Curriculum Planning and Design, Crown Plaza Hotel, 25 Julai, 2001.
11. A Workshop on Teaching Excellence, 8 Ogos 2001, Starhill Golf & Country Club, Kempas
Johor.
12. A Workshop on Annual Performance Assessment, Crown Plaza, JB 29 Ogos 2001.
13. A Course on Communication Skill, Hyatt Hotel JB, 4-5 September 2001.
14. A Workshop on Win-Prolog 01, 11-14 September, Fakulti Teknologi & Sains Maklumat,
UKM.
15. A Workhop on Consultation with Industri, 10-12 Oktober 2001, PD Golf & Country Club.
16. National Conference on Research & Development (REDECS’01), Hotel Uniten, 22-25
Oktober 2001.
2000
1. A Briefing on IRPA Projects, FSKSM, & IT Technopreneurship Programme, 29 September
2000, Seminar Room FSKSM, UTM.
2. A Workshop on IRPA RM7 Application, 26 – 27hb. Januari, 2000, Dewan Sultan Iskandar,
UTM.
3. A Workshop on Women Profesionalism in the 21st Century, 26 Febuari 2000,Seminar
Room FSKSM, Universiti Teknologi Malaysia.
4. A Kolokium Special Functions and their Applications in Image Processing, 25th March, 2000.
Faculty of Engineering, Multimedia University, Cyberjaya.
5. A National Simposium on Mathematical Sciences – VIII, 1 – 2 April, Universiti Putra
Malaysia, Terengganu, 2000.
6. A Workshop on Monograph Writing & Publication (TERAS), 19 April 2000, Seminar
Room FSKSM, UTM.
7. International Conference on Pattern Recognition, Vision and Robotic, 14 – 15 May, 2000,
Terengganu Advanced Technical Institutes (TATI).
8. International Conference on Mathematics in the New Millenneum, 18 – 21 July, 2000,
Universiti Putra Malaysia.
1995 - 1999
1. A National Seminar on Statistics, UUM 5 - 6 June 1995.
2. An Annual Kolokium FTSM, INSPEN 9 June 1995.
3. A National Seminar on Invention, IAB Genting Highlands, 11 - 12 Sept 1995.
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4. National CAD/CAM Conference, KL Hilton Hotel, 10 -12 Oct 1995 .
5. International Conference on Translation, Hyatt Regency Hotel, Johor Bahru, 21-23
November 1995.
6. National Conference On Research and Development in Computer Science and Its
Application, June 26-27 1996, Universiti Pertanian Malaysia.
7. A Workshop on Research Management and Synergy, Fakulti Teknologi & Sains
Maklumat, Bayu Beach Resort Melaka, 29-30 Jun 1996.
8. An 11th National Simposium on Mathematical Science 3-5, Disember ITM Shah Alam
1996.
9. A Seminar on Technology in Islamic Education, 9-11 September, Kuala Lumpur 1997.
10. One Day Workshop on Mathematics, 26th Oktober, 1998, Fakulti Sains Matematik,
Universiti Kebangsaan Malaysia.
11. A National Kolokium Kebangsaan on Technology Integration in Mathematical Sciences,
27 – 28th May, 1999, Universiti Sains Malaysia.
12. International Conference on Robotic, Vision & Parallel Processing, July 16-18th, USM
Perak, 1999.
1992 - 1994
1. A Workshop on Academic Guidance, Air Keroh Melaka 13 - 15 Dec 1992.
2. A Workshop on Mathematics Awareness, Sekolah Menengah Ma’ahad Muar, Johor 5 - 9
Feb 1994. Organized by Majalah Fokus SPM & Pemuda UMNO Muar.
3. A Workshop on Mathematics Awareness, Sekolah Ampuan Tunku Durah, Seremban N.
Sembilan, 12 - 16 June 1994. Organized by Majalah Fokus SPM & Pemuda UMNO
Seremban.
4. A National Seminar on Water Modeling and Management, USM 26/8/1991 - 27/8/1991.
5. One Day Seminar on Mathematics Among Universities, UPM 21 Dec, 1991.
6. A Workshop on Computer Aided Education, Pusat Teknologi Pendidikan, UKM 23-24
June 1992.
7. An Annual Kolokium FSMK, Ming Court Hotel, Port Dickson 19-21 June, 1992.
8. An Annual Kolokium FSMK, IKIP Kuantan 6 - 9 June 1993.
9. A Postgraduate Seminar, Fakulti Sains Matematik & Komputer, 13 April 1993.
10. A Seminaron OR for Effective Decision Making, ITM Shah Alam 21-23 July 1993.
11. Seminar IT : Experience of Nanyang University of Singapore, Seminar Room FSSK UKM
21 September 1993.
12. A Seminar Computers-In-Education In Malaysia UM, 5 Nov 1993.
13. An Annual Kolokium FSMK UKM, City Bay View Hotel Melaka 10-12 Jun 1994.
14. A Workshop on WAVELETS, National University of Singapore, 28th June – 1st July, 1994.
15. A Workshop on ARTIFICIAL NEURAL NETWORK, Universiti Malaya, 4th – 8th July,
1994.
16. A Seminar on Matematical Science in Industri, UTM Skudai Johor Bahru, 27 - 29 Dec 1994.
ACTIVITIES/MISCELLANEOUS
2010
1. Bowling Tournament Tenpin Research Management Center, Skudai Parade, 26th April 2010.
2008
1. Bowling Tournament Tenpin Research Management Center, Skudai Parade, 26th May 2008.
2007
1. Volley Tournament Inter-Faculty, Kompleks Sukan UTM, 2007 (3rd Place)
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2006
1. Volley Tournament Inter-Faculty, Kompleks Sukan UTM, 2006 (Semi Final)
2005
1. Volley Tournament Inter-Faculty, Kompleks Sukan UTM, 2005 (2nd Place)
2004
1. Netball Tournament Inter-Department, Kompleks Sukan, UTM, 2004 (1st Place).
2. Carrom Tournament Inter-Department, Kompleks Sukan, UTM, 2004 (1st Place).
3. Bowling Tournament Tenpin Inter-Department, Skudai Parade, 2004 (2nd Place – Duo
Women Category)
4. Bowling Tournament Tenpin Inter-Department, Skudai Parade, 2004 (3rd Place-Individual
Category).
2002
1. Bowling Tournament Tenpin Inter-Department, Skudai Parade, 2002 (2nd Place).
1999
1. Volleyball Tournament Inter-Department, UTM, May 1999.
57