| Date |
Topic |
Supplements |
Readings |
|
08/25/2003
|
Welcome, Syllabus, Introduction to Data Mining
|
|
Dunham Chapter 1
|
|
08/27/2003
|
Term Project,
Relation to Other Fields,
Aspects of Data
|
|
Dunham Chapter 2
|
|
09/01/2003
|
Labor Day Holiday (No Class)
|
|
|
|
09/03/2003
|
Aspects of Data, Point Estimation and Summarization
|
Efron and Gong,A Leisurely Look at the Bootstrap, the Jackknife, and Cross-Validation, The American Statistician, Vol. 37, No. 1. (Feb., 1983), pp. 36-48.
|
Dunham 3.1-3.2
Witten and Frank Chapter 2
Han and Kamber, Chapter 5
|
|
09/08/2003
|
Point Estimation and Summarization
|
Why n-1 and not n? A discussion of standard deviation by Vasant Marur.
|
Dunham 3.4, 4.1, 4.4
Witten and Frank 3.2, 4.3, Chapter 5
Han and Kamber 7.1-7.3
|
|
09/10/2003
|
Project Proposal
Classification, Decision Trees
|
|
Dunham 3.4, 4.1, 4.4
Witten and Frank 3.2, 4.3, Chapter 5
Han and Kamber 7.1-7.3
|
|
09/15/2003
|
Decision Trees
|
|
Dunham 3.4, 4.1, 4.4
Witten and Frank 3.2, 4.3, Chapter 5
Han and Kamber 7.1-7.3
|
|
09/17/2003
|
Other Classification Techniques
|
|
Chapters 3 & 4 in Dunham
Chapter 7 in Han and Kamber
Sections 4.1-4.4, 4.6, 4.7, 6.4, 6.5 in Witten and Frank
|
|
09/22/2003
|
Other Classification Techniques
|
|
Chapters 3 & 4 in Dunham
Chapter 7 in Han and Kamber
Sections 4.1-4.4, 4.6, 4.7, 6.4, 6.5 in Witten and Frank
|
|
09/24/2003
|
Other Classification Techniques, Clustering
|
|
Chapter 5 in Dunham
Chapter 8 in Han and Kamber
Section 6.6 in Witten and Frank
|
|
09/29/2003
|
Clustering
|
|
Chapter 5 in Dunham
Chapter 8 in Han and Kamber
Section 6.6 in Witten and Frank
|
|
10/01/2003
|
Clustering
|
|
Chapter 5 in Dunham
Chapter 8 in Han and Kamber
Section 6.6 in Witten and Frank
|
|
10/06/2003
|
Clustering
|
|
Chapter 5 in Dunham
Chapter 8 in Han and Kamber
Section 6.6 in Witten and Frank
|
|
10/08/2003
|
Clustering
|
|
Chapter 5 in Dunham
Chapter 8 in Han and Kamber
Section 6.6 in Witten and Frank
|
|
10/13/2003
|
Midterm Review
|
|
|
|
10/15/2003
|
Midterm
|
|
|
|
10/20/2003
|
Association Rules
|
|
Chapter 6 in Dunham
Chapter 6 in Han and Kamber
Section 4.5 in Witten and Frank
|
|
10/22/2003
|
Association Rules
|
|
Chapter 6 in Dunham
Chapter 6 in Han and Kamber
Section 4.5 in Witten and Frank
|
|
10/27/2003
|
Association Rules
|
|
Chapter 6 in Dunham
Chapter 6 in Han and Kamber
Section 4.5 in Witten and Frank
|
|
10/29/2003
|
Association Rules
|
|
Chapter 6 in Dunham
Chapter 6 in Han and Kamber
Section 4.5 in Witten and Frank
|
|
11/3/2003
|
Project Presentations, Midterm Results
|
|
|
|
11/5/2003
|
Association Rules
|
|
Chapter 6 in Dunham
Chapter 6 in Han and Kamber
Section 4.5 in Witten and Frank
|
|
11/10/2003
|
Handling Large Data Sets
|
|
|
|
11/12/2003
|
Feature Selection
|
|
|
|
11/17/2003
|
CART
|
|
|
|
11/19/2003
|
Project Progress Reports
|
|
|