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Ioakeim (Kimis) Perros
Curriculum Vitae
Klaus Advanced Computing Building
Room 1343
266 Ferst Dr, Atlanta, GA 30332
B [email protected]
cc.gatech.edu/~iperros3
Education
August 2014 – Ph.D. student, School of Computational Science & Engineering, Georgia Institute
present of Technology, SunLab member.
{ Thesis Topic: Tensor Methods for Computational Medicine
{ Advisor: Associate Professor Jimeng Sun
October 2012 – Master of Science, Electronic & Computer Engineering, Technical University of
July 2014 Crete, Chania, Greece.
{ Advisor: Professor Minos Garofalakis
September 2007 – Diploma of Engineering (5-year program), Electronic & Computer Engineering,
October 2012 Technical University of Crete, Chania, Greece.
{ Advisor: Professor Minos Garofalakis
2007 High School Diploma, Lycée Léonin, Athens, Greece.
Research Interests
Areas Data Mining, Machine Learning.
Methods Tensor/Matrix Analysis, Factorization Models, Tensor Networks.
Applications Healthcare Analytics, Computational Chemogenomics.
Academic & Research Experience
August 2014 – Research Assistant, A Parallel Tensor Infrastructure for Data Analysis (ParTI!) ,
Present supported by NSF.
June 2016 – Research Assistant (Intern), Weill Cornell Medicine, Health Informatics Division,
August 2016 Mentors: Assistant Professor Fei Wang, Professor Jyotishman Pathak.
October 2012 – Research Assistant, Large Scale Elastic Architecture for Data as a Service (LEADS)
August 2014 project, supported by the EU Seventh Framework Programme (FP7).
Spring 2017 Teaching Assistant, Numerical Linear Algebra, Associate Prof. Edmond Chow.
Fall 2012 & Teaching Assistant, Algorithms and Complexity, Prof. Minos Garofalakis.
Fall 2013
Conference Proceedings
IPDPS 17 Jiajia Li, Jee Choi, Ioakeim Perros, Jimeng Sun, Richard Vuduc, Model-Driven
Sparse CP Decomposition for High-Order Tensors, 31st International Parallel &
Distributed Processing Symposium (to appear).
SDM 2017 Ioakeim Perros, Fei Wang, Ping Zhang, Peter Walker, Richard Vuduc, Jyotishman
Pathak, Jimeng Sun, Polyadic Regression and its Application to Chemogenomics,
17th SIAM International Conference on Data Mining (to appear).
NIPS 2016 Dehua Cheng, Richard Peng, Ioakeim Perros, Yan Liu, SPALS: Fast Alternating
Least Squares via Implicit Leverage Scores Sampling, 30th Annual Conference on
Neural Information Processing Systems.
SC 15 Jiajia Li, Casey Battaglino, Ioakeim Perros, Jimeng Sun, Richard Vuduc, An inputadaptive and in-place approach to dense tensor-times-matrix multiply, 27th International Conference for High Performance Computing, Networking, Storage and
Analysis.
ICDM 2015 Ioakeim Perros, Robert Chen, Richard Vuduc, Jimeng Sun, Sparse Hierarchical
Tucker Factorization and its Application to Healthcare, 15th IEEE International
Conference on Data Mining.
Awards & Honors
December 2016 Travel Award, NIPS 2016.
July 2016 Grant, Gerondelis Foundation Inc., 5,000 USD.
November 2015 Travel Award, ICDM 2015.
March 2014 Fellowship for doctoral studies, Ecole Polytechnique Fédérale de Lausanne
(EPFL).
Talks
March 2017 HotCSE seminar, Polyadic Regression and its Application to Chemogenomics.
August 2016 IBM T.J. Watson Research Center, Yorktown Heights, NY, Sparse Hierarchical
Tucker Factorization and its Application to Healthcare.
September 2015 HotCSE seminar, Sparse Hierarchical Tucker Factorization and its Application to
Healthcare.
Academic Service - Reviewer
{ Transactions on Knowledge and Data Engineering (TKDE) journal
{ Transactions on Knowledge Discovery in Data (TKDD) journal
{ Elsevier Pattern Recognition journal
{ Bioinformatics journal (Application Notes’ Track)
Graduate Coursework
At Georgia Institute of Technology
{ Computational Data Analysis (Machine Learning) with Assistant Prof. Le Song
{ Numerical Linear Algebra with Prof. Haesun Park
{ Iterative Methods for Systems of Equations with Prof. Hao-Min Zhou
{ Sampling Algorithms with Assistant Prof. Richard Peng
{ Human Genetics with Prof. Greg Gibson
{ Big Data for Healthcare with Associate Prof. Jimeng Sun
{ Mathematical Introduction to Compressive Sensing with Prof. Michael Lacey
At Technical University of Crete
{ Processing and Analyzing Big Data (audit) with Prof. Minos Garofalakis
{ Computational Geometry with Assistant Prof. Vasilis Samoladas
{ Special Topics in Databases with Associate Prof. Antonios Deligiannakis
{ Information Theory with Prof. Athanasios Liavas
Languages
{ Greek: Mothertongue
{ English: Certificate of Proficiency from the University of Michigan, TOEFL
References
{ Available upon request.