ISQS 6347, Data and Text Mining

Spring 2015 Schedule  

Class meetings: TR 11:00a-12:20p, BA001

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

15-Jan

Thu

Introduction

TSK1, RG1, SPB1

 HW1 (due 02/03)

  

20-Jan

Tue

Data mining fundamentals (I)

AAEM-1, TSK2, SPB2, RG2

 

 

22-Jan

Thu

Data mining fundamentals (II)

AAEM-2, SPB3, TSK3

 

 

27-Jan

Tue

Classification modeling (I)

– Using SAS Enterprise Miner

AAEM-2, SPB4, TSK4, RG4

 

Data Mining Lab: Getting started with Enterprise Miner

29-Jan

Thu

Classification modeling (II)

AAEM-3

HW2 (due 02/17)

  

3-Feb

Tue

Quiz 1

Decision tree

AAEM-3, SPB7, TSK4, RG3

 

5-Feb

Thu

Decision tree

AAEM-3

 

Data Mining Lab:  Exercise 1 (decision tree modeling, due 2/10)     

10-Feb

Tue

Model Assessment

AAEM-6

 

 

12-Feb

Thu

Model Assessment

Logistic regression

AAEM-4, 6

HW3 (Due 03/03)   

Stage 0: Project orientation

17-Feb

Tue

Quiz 2

Logistic regression

AAEM-4

      

 

19-Feb

Thu

Model implementation

AAEM-4, 7

 

 Data Mining Lab:  Exercise 2 (due 2/26)

24-Feb

Tue

Classification modeling

AAEN-2, 3, 4, 6,7

 

 

26-Feb

Thu

Review

AAEM-2, 3, 4, 6, 7

 

 

3-Mar

Tue

Midterm Exam 1

 

 

 

5-Mar

Thu

Principles of Clustering

Clustering review1 (2014) 

AAEM-8, TKS-8

HW4 (due 03/31)  

Group meetings are done

10-Mar

Tue

Pattern Discovery Case Study – Clustering

Clustering review2 (2014)

AAEM-8, TSK8, SPB11

 

Data Mining Lab: Exercise 3 (due 3/24)

12-Mar

Thu

Principles of Association Analysis

Association analysis review (2014)  

AAEM-8

 

Stage 1: Project proposal due

17-Mar

Tue

Spring Break

 

 

 

19-Mar

Thu

Spring Break

 

 

 

24-Mar

Tue

Pattern Discovery Case Study – Association Analysis

AAEM-8, TSK8, SPB11

 

Data Mining Lab: Exercise 4 (due by 3/31)

26-Mar

Thu

Pattern Discovery Review

HW5 (Required as a part of Exercise 5, due 04/14)

Presentation proposal deadline for the Big Data Symposium

31-Mar

Tue

Quiz 3

An introduction to sentiment analysis

 

 

2-Apr

Thu

An introduction to sentiment analysis

 

 

7-Apr

Tue

An introduction to sentiment analysis

 

Data Mining Lab: Exercise 5

9-Apr

Thu

Rescheduled for Big Data Symposium on 4/10

 

 

 

10-Apr

Fri

2015 Big Data Symposium

 

 

 

14-Apr

Tue

Sentiment analysis applications

 

  

 

16-Apr

Thu

Principles of text mining

DMTM-1

   HW6 (due 04/30)        

 

21-Apr

Tue

Quiz 4

Neural network data mining

AAEM-5

 

Data Mining Lab: Exercise 6

Stage 2: Project data exploration and pre-analysis

23-Apr

Thu

Review

 

 

28-Apr

Tue

Rescheduled for Big Data Symposium on 4/10

 

 

 

30-Apr

Thu

Midterm Exam 2

 

   

   

5-May

Tue

Review for the final

 

 

 

9-May

Sat

Final Exam

(Comprehensive)

 

 

4:30-7:00p

11-May

Mon

Project report due

 

 

Stage 3: Project report due by 11:59p