ISQS 6347, Data and Text Mining

Spring 2014 Schedule  

Class meetings: TR 11:00a-12:20p, BA003

Home | Projects | SAS Online Demos | Notes | Homework

 

Textbooks

 

AAEM, DMTM, CCWEB,

Getting Start with SAS® 9.1 Text Miner (TMGS)

TSK: Introduction to Data Mining, Pang-Ning Tan, Michael Steinbach, and Vipin Kumar

 

 

References

 

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

Readings

Exercises

Notes

16-Jan

Thu

Introduction

TSK1, RG1, SPB1

 HW1 (due 02/04)

  

21-Jan

Tue

Data mining fundamentals - Concepts

AAEM-1, TSK2, SPB2, RG2

 

 

23-Jan

Thu

Data mining fundamentals – Using SAS Enterprise Miner

AAEM-2, SPB3, TSK3

 

 

28-Jan

Tue

Classification modeling (I)

AAEM-2, SPB4, TSK4, RG4

 

 

30-Jan

Thu

Classification modeling (II)

Quiz 1 (data mining concepts, confusion matrix)

AAEM-3

HW2 (due 02/18)

  

4-Feb

Tue

Decision tree

Exercise 1 (decision tree modeling)

AAEM-3, SPB7, TSK4, RG3

 

 

6-Feb

Thu

Decision tree

AAEM-3

 

     

11-Feb

Tue

Model Assessment

Quiz 2 (Decision tree)

AAEM-6

 

 

13-Feb

Thu

Model Assessment

Logistic regression

AAEM-4, 6

HW3 (Due 02/27)   

Stage 0: Project orientation

18-Feb

Tue

 

Logistic regression

Exercise 2 (classification model assessment and implementation)

AAEM-4

      

 

20-Feb

Thu

Classification modeling review Quiz 3 (logistic regression basics, model assessment)

AAEM-2,3,4,6

 

 

25-Feb

Tue

Classification modeling review & Model implementation

AAEM-2,3,4,6,7

 

 

27-Feb

Thu

Principles of Clustering

AAEM-8

  

 

4-Mar

Tue

Principles of Association Analysis

Quiz 4 (logistic regression, clustering)

AAEM-8

HW4 (due 03/27)

Group meetings are done

6-Mar

Thu

Pattern discovery (clustering1)

(with in-class Exercises)

AAEM-8, TSK8, SPB11

 

 

11-Mar

Tue

Pattern discovery (clustering2)

Exercise 3 (Part I)

AAEM-8, TSK8, SPB11

 

 

13-Mar

Thu

Pattern discovery (Association analysis)

Exercise 3 (Part II) (See the instructions in the network drive, Due April 2)

AAEM-8, TSK6, SPB11 

 

 

18-Mar

Tue

Spring Break

 

 

 

20-Mar

Thu

Spring Break

 

 

 

25-Mar

Tue

Review (Pattern discovery)

AAEM-8, TSK6, SPB11

 

Stage 1: Project proposal due

27-Mar

Thu

Introduction to text mining

Quiz 5 (clustering, association analysis)

DMTM-1

HW5 (due 04/15)

 

1-Apr

Tue

Introduction to text mining

 DMTM-1

 

   

3-Apr

Thu

Principles of text mining

Exercise 4 (text mining 1)

DMTM-2

 

 

8-Apr

Tue

Converting Unstructured Text to Structured Data

DMTM-2

 

 

10-Apr

Thu

Exploratory analysis of documents

DMTM-3, TMGS

 

 

15-Apr

Tue

Exploratory analysis of documents

Quiz 6 (Text mining)

DMTM-3

HW6 (due 04/29)              

 

17-Apr

Thu

Invited topic: Sentiment Analysis and cases, by Yang Yu

Exercise 5 (Text mining 2)

AAEM-5

 

 

22-Apr

Tue

Neural network

AAEM-5

 

Stage 2: Project data exploration and pre-analysis

24-Apr

Thu

Internet marketing

AAEM-9

 

 

29-Apr

Tue

Internet marketing

Exercise 6 (Internet marketing)

AAEM-9

   

   

1-May

Thu

Special topics

Quiz 7 (Neural Network, Internet marketing)

AAEM-9

 

 

6-May

Tue

Review

 

 

 

 

 

Final Exam

(Comprehensive)

 

 

TBD

10-May

Fri

Project report due

 

 

Stage 3: Project report due by 2:00p