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| Week 1 | February 24, 2009 | Preliminary | Chapter 1 | | Statistical Aspects of Data Mining (Lecture 1) | | Week 2 | March 3, 2009 | Preliminary | Chapter 2 | | Statistical Aspects of Data Mining (Lecture 2,3,4) | | Week 3 | March 10, 2009 | Preliminary | Chapter 3 | | Statistical Aspects of Data Mining (Lecture 5,6,7) | | Week 4 | March 17, 2009 | Classification | Chapter 4 | | Statistical Aspects of Data Mining (Lecture 10,11) | | Week 5 | March 24, 2009 | Classification | Chapter 5 | | Statistical Aspects of Data Mining (Lecture 12,13) | | Week 6 | March 31, 2009 | Classification | | Maximum entropy model | | | Week 7 | April 7, 2009 | Cost-Sensitive Learning | | Cost-sensitive learning by cost-proportionate example weighting | | | | April 7, 2009 | Cost-Sensitive Learning | | | | | Week 8 | April 14, 2009 | Sample Selection Bias | | | | | | April 14, 2009 | Sample Selection Bias | | | | | Week 9 | April 21, 2009 | Association Analysis | Chapter 6 | | Statistical Aspects of Data Mining (Lecture 7,8) | | Week 10 | April 28, 2009 | Association Analysis | Chapter 7 | | | | Week 11 | May 5, 2009 | Association Analysis | | | | | Week 12 | May 12, 2009 | Sequence Labeling | | Hidden Markov Models | | | Week 13 | May 19, 2009 | Sequence Labeling | | | | | Week 14 | May 26, 2009 | Project Demo | | | | | Week 15 | June 2, 2009 | Cluster Analysis | Chapter 8 | | Statistical Aspects of Data Mining (Lecture 13) | | Week 16 | June 9, 2009 | Cluster Analysis | | | | | Week 17 | June 16, 2009 | Cluster Analysis | Chapter 9 | | | | Week 18 | June 23, 2009 | Final Exam | | | |
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