Winter 2003 (Jan-Apr)
Faculty of Computer Science
Dalhousie University
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[ CSCI 6405 / ECMM 6014 - http://www.cs.dal.ca/~vlado/2003/csci6405/ ]
Winter 2003 (Jan-Apr) Faculty of Computer Science Dalhousie University |
3 hours of lectures per week.
| Lec. # | Date | Title | |
|---|---|---|---|
| Week 1 | |||
| 1 | Tu Jan 7 | Course Introduction
Reading: HK Ch.1 | |
| 2 | Th Jan 9 | Introduction to Data Mining | |
| Week 2 | |||
| 3 | Tu Jan 14 | Data Preprocessing: Data cleaning
Reading: HK Ch.3 | |
| 4 | Th Jan 16 | Linear Regression | |
| Week 3 | |||
| 5 | Tu Jan 21 | Data Preprocessing: Data Transformation | |
| 6 | Th Jan 23 | Data Preprocessing: Data Reduction | |
| Week 4 | |||
| 7 | Tu Jan 28 | Data warehousing
Reading: HK Ch.2 | |
| 8 | Th Jan 30 | OLAP | |
| Week 5 | |||
| 9 | Tu Feb 4 | Data warehouse implementation | A1 due |
| 10 | Th Feb 6 | Data mining primitives
Reading: HK Ch.4 | |
| Week 6 | |||
| 11 | Tu Feb 11 | Classification data mining
Reading: HK Ch.7 | |
| 12 | Th Feb 13 | Bayesian classification | |
| Week 7 | Study break (Feb 17-21) | ||
| Week 8 | |||
| 13 | Tu Feb 25 | Association data mining
Reading: HK Ch.6 | |
| 14 | Th Feb 27 | FP-growth algorithm | |
| Week 9 | |||
| 15 | Tu Mar 4 | Characterization data mining
Reading: HK Ch.5 | |
| 16 | Th Mar 6 | Clustering data mining
Reading: HK Ch. 8 | A2 due |
| Week 10 | |||
| 17 | Tu Mar 11 | Course Review/Student Presentations | |
| 18 | Th Mar 13 | Student Presentations | |
| Week 11 | |||
| 19 | Tu Mar 18 | Student Presentations | |
| 20 | Th Mar 20 | Student Presentations | |
| Week 12 | |||
| 21 | Tu Mar 25 | Student Presentations | |
| 22 | Th Mar 27 | Student Presentations | |
| Week 13 | |||
| 23 | Tu Apr 1 | Student Presentations | |
| 24 | Th Apr 3 | Student Presentations | A3 due |
| Mo Apr 7 | End of term | Project due | |
| Sa Apr 12 | Final Exam Saturday, Apr 12, 7pm; Dal Arena rows 21-22 |