ISQS 6347, Data and Text Mining
Spring 2008 Schedule
Class meetings: MW 11:00a-12:20p,
BA363 (Lab), LH005 (Lectures)
Textbooks
SPB: Data
Mining for Business Intelligence Galit Shmueli,
Nitin R. Patel, Peter C. Bruce,
RG: Data Mining – A
Tutorial Based Primer, Richard Roiger, Michael Geatz
|
Date |
Day |
Contents |
|
Exercises |
Notes |
|
9-Jan |
Wednesday |
Introduction |
SPB1, |
|
|
|
14-Jan |
Monday |
Data mining fundamentals |
SPB2, RG2 |
|
|
|
16-Jan |
Wednesday |
Data mining fundamentals |
SPB3, |
HW1 |
|
|
21-Jan |
Monday |
Martin Luther King Jr.’s Birthday – No class |
|
|
|
|
23-Jan |
Wednesday |
SPB4, |
|
|
|
|
28-Jan |
Monday |
Classification modeling |
SPB7, |
|
Quiz 1 (Data mining concepts) |
|
30-Jan |
Wednesday |
Illustrative case study |
SPB7, |
HW2 |
|
|
4-Feb |
Monday |
Classification modeling – logistic
regression |
SPB8, RG10 |
|
Exer1 (Decision tree) |
|
6-Feb |
Wednesday |
Logistic regression |
SPB8, RG10 |
|
|
|
11-Feb |
Monday |
Variable selection |
SPB7, RG7 |
|
Quiz 2 (Classification) |
|
13-Feb |
Wednesday |
Neural Network |
SPB9, RG8, |
HW3 |
|
|
18-Feb |
Monday |
Neural Network |
SPB9, RG8, |
|
Classification modeling contest |
|
20-Feb |
Wednesday |
Clustering |
SPB12, TSK8 |
|
|
|
25-Feb |
Monday |
Clustering |
SPB12, TSK8 |
|
Quiz 3 (Neural network,
regression) |
|
27-Feb |
Wednesday |
Clustering |
SPB12, TSK8 |
HW4 |
|
|
3-Mar |
Monday |
Association analysis |
SPB11, TSK6 |
|
Exer2 (Clustering) |
|
5-Mar |
Wednesday |
Association analysis |
SPB11, TSK6 |
|
|
|
10-Mar |
Monday |
Association analysis |
SPB11, TSK6 |
|
Quiz 4 (Clustering) Project proposal due |
|
12-Mar |
Wednesday |
Text mining preliminaries |
|
HW5 |
|
|
17-Mar |
Monday |
Spring Break |
|
|
|
|
19-Mar |
Wednesday |
Spring Break |
|
|
|
|
24-Mar |
Monday |
No class |
|
|
|
|
26-Mar |
Wednesday |
Exploratory analysis of documents |
|
|
Exer3 (Association analysis) |
|
31-Mar |
Monday |
Exploratory analysis of documents |
|
|
Quiz 5 (Association Analysis) |
|
2-Apr |
Wednesday |
Text mining for predictive
modeling |
|
HW6 |
Exer4 (Text mining) |
|
7-Apr |
Monday |
Web mining |
|
|
Project dataset ready |
|
9-Apr |
Wednesday |
Web mining |
|
|
Quiz 6 (Text mining) |
|
14-Apr |
Monday |
Web mining |
|
|
|
|
16-Apr |
Wednesday |
Recommender systems |
|
|
Exer5 (Web mining) |
|
21-Apr |
Monday |
Recommender systems |
|
HW7 |
Project data analysis |
|
23-Apr |
Wednesday |
Bayes’ Theorem and Data Mining |
SPB3, RG10 |
|
|
|
28-Apr |
Monday |
Review |
|
|
Exer6, Quiz 7 (Web mining) |
|
2-May |
Friday |
Final Exam (BA 363) |
|
|
1:30-4p |
|
7-May |
Wednesday |
|
|
|
Project
report due |