Spring 2007 Schedule (ISQS 6347)
Class meetings: MWF 11:00-12:50p,
BA363 (Lab) /BA268 (Lectures)
RG = Data Mining, Roiger and Gertz
TSK = Introduction to Data Mining, Tan,
Steinbach, and Kumar
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Date |
Day |
Contents |
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Exercises |
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Mar 5 |
Monday |
Introduction |
slides, RG1 |
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Mar 7 |
Wednesday |
Data mining fundamentals |
slides, RG2 |
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Mar 9 |
Friday |
Data mining techniques & tools |
slides, RG3 |
Quiz 1 |
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Mar 12-16 |
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Spring break |
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Mar 19 |
Monday |
SAS |
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Mar 21 |
Wednesday |
Decision trees |
SAS readings (View
PDF (2.24MB)) |
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Mar 23 |
Friday |
Decision trees |
TSK4 |
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Mar 26 |
Monday |
Regression |
Slides,
RG10 |
|
Quiz 2, Ex 1 |
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Mar 28 |
Wednesday |
Variable selection |
Slides,
RG10 |
|
Ex 2 (Classification modeling
contest) |
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Mar 30 |
Friday |
Neural networks |
Slides,
RG8 |
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Apr 2 |
Monday |
Clustering |
Slides,
TSK8 |
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Quiz 3 |
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Apr 4 |
Wednesday |
Clustering |
TSK8 |
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Apr 6 |
Friday |
Association analysis |
Slides,
TSK6 |
Ex 3
(Clustering) |
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Apr 9 |
Monday |
Eastern |
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Apr 11 |
Wednesday |
Association analysis |
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Quiz 4 (Clustering) |
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Apr 13 |
Friday |
Association analysis
demonstration, Text mining preliminaries |
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Apr 16 |
Monday |
Text mining - Preliminaries |
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Quiz 5 (Association Analysis) |
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Apr 18 |
Wednesday |
Text Mining - Exploratory analysis
of documents |
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Apr 20 |
Friday |
Text Mining - Predictive modeling |
Ex 5 (Text Mining) |
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Apr 23 |
Monday |
Web mining |
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Quiz 6 (Text mining) |
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Apr 25 |
Wednesday |
Web mining |
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Apr 27 |
Friday |
Web mining |
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HW7 (prepare for the discussion) |
Ex 6 (Web mining) |
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Apr 30 |
Monday |
Discussion – Online Recommender Systems |
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Quiz 7, Ex 7 (Recommender system) |
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4-May |
Friday (2:00-3:00p) |
Final Exam (BA 268) |
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7-May |
Monday |
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Project 2 due |