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UNIVERSITI MALAYA UNIT PENGURUSAN PENJAMINAN KUALITI [email protected] COURSE INFORMATION (CURRENT SEMESTER) IMPORTANT: Contents of this Course Information (Current Semester) should not be changed without the approval from the relevant department / division. Academic Year : 2010/20011 Semester : 2 Course Code : WMGA6317 Course Title : DATA WAREHOUSING AND DATA MINING Credit Hours : 3 Course Pre-requisite(s) / Minimum Requirement(s) : - Main References : 1) Teh Ying Wah, Introduction to Data Mining, UM Press, 2006. 2) Margaret H. Dunham. Data Mining Introductory and Advanced Topics. Prentice Hall, 2003. 3) Jiawei Han, Micheline Kamber, Data Mining Concepts and Techniques, Morgan Kaufmann Publishers, 2001 Teaching Materials / Equipments : textbook, white board, projector. Teaching-Learning Method: Teaching – Lecture, Discussion, Tutorial and Assignment. Lecturer : Dr. Teh Ying Wah Room : AD21 Telephone / e-mail : 03-79676370/ [email protected] Lecture Session - Day / Time : Tuesday Room : BK1 Tutorial / Practical Session - Day / Time : Tuesday 8.00 pm – 8.50 pm MM1 Room : Important Dates : 6.00 pm – 7.50 pm Test : 8 March 2011 UM-PT01-PK03-BR004(BI)-S00 UNIVERSITI MALAYA UNIT PENGURUSAN PENJAMINAN KUALITI [email protected] COURSE INFORMATION (CURRENT SEMESTER) Exam : UM-PT01-PK03-BR004(BI)-S00 May 2011 UNIVERSITI MALAYA UNIT PENGURUSAN PENJAMINAN KUALITI [email protected] COURSE INFORMATION (CURRENT SEMESTER) TEACHING SCHEDULE WEEK LECTURE / TUTORIAL / ASSIGNMENT TOPIC Introduction Introduction to data Mining, Teh Ying Wah, UM Press 2006, Chapter 1 (page 1 – page 20) Data Warehouses Introduction to data Mining, Teh Ying Wah, UM Press 2006, Chapter 2 (page 21 – 34). Pre-Mining Introduction to data Mining, Teh Ying Wah, UM Press 2006, Chapter 3 (page 35 – page 50) Classification (Neural Network, Decision Tree) Introduction to data Mining, Teh Ying Wah, UM Press 2006, Chapter 4 (page 51 – page 76) Student Presentation (Other Classification Techniques) - 1 2 3 4 5 REFERENCES / TEACHING MATERIALS / EQUIPMENTS Holiday 6 Association Rules 7 Introduction to data Mining, Teh Ying Wah, UM Press 2006, Chapter 5 (page 77 – page 90) - 8 Student Presentation (Other Association Rules Techniques) UM-PT01-PK03-BR004(BI)-S00 UNIVERSITI MALAYA UNIT PENGURUSAN PENJAMINAN KUALITI [email protected] COURSE INFORMATION (CURRENT SEMESTER) 9 Mid Term Test Clustering Algorithms 10 11 Student Presentation (Other Clustering Techniques) Web Mining I 12 13 Introduction to data Mining, Teh Ying Wah, UM Press 2006, Chapter 6 (page 91 – page 108) - Margaret H. Dunham. Data Mining Introductory and Advanced Topics. Prentice Hall, 2003. (page 195 – page 205) Student Presentation (Crawlers) Student Presentation (Text Mining) 14 15 Revision UM-PT01-PK03-BR004(BI)-S00 -