MATH 5364/66

DATA MINING

Course Syllabus

Fall 2015 Calendar

Spring 2016 Calendar

FINAL PROJECT

Final Project for DM I due 12/8

Final Project for DM II due 5/3

DATA MINING I RESOURCES

Chapter 4 Slides

• Chapter4.txt
• traindata.csv
• testdata.csv

Chapter 5 Slides

• Chapter5.txt
• flight.csv
• Lagrange Multipliers Slides
• plot.nnet.txt
• Neural Networks Handout by Mark Gales

Chapter 8 Slides

• Chapter8.txt

MiscRFunctions.txt

DATA MINING II RESOURCES

Anomaly Detection

• Powerpoint
• R Code

Logistic Regression

• Slides
• R Code
• LogisticRegressionFunctions.txt

Linear Regression:  Diagnostics and Remedial Measures

• Slides
• R Code

Text Mining

• R Code
• MovieReviews.txt
• AFINN.txt
• John Koo’s Text Mining Tutorial
• John Koo’s Text Mining Presentation

Basic SAS Programs

• Brief Introduction to SAS
• SASIntro.txt
• LinearRegressionDiagnostics.txt    math5305Lab2Data.txt
• LinearRegressionMiscTopics.txt
• BoxCoxAndVariableSelection.txt

Principal Components in R

• Slides
• R Code

Principal Components and Factor Analysis in SAS

• Slides    
• SAS Code

PROC IML and Macros

Eigenfaces

Python Programs and Slides

• Installing Python Modules
• SklearnExamples.txt
• PythonIntroduction.txt

Nonlinear Regression

• Using R

HOMEWORK

Hw 37

Hw 36

Hw 32

Hw 31  due 4/19   Hw31data.txt

Hw 29  due 4/5    math5305Lab6Data.txt     math5305Lab7data.txt

Hw 28  due 3/29    cows.txt

Hw 27  due 3/22     math5305Lab6Data.txt

Hw 25  due 3/15  SAS tutorial problems 1–10

Hw 24 due 3/1

Hw 23 due 2/11    math5305Lab6Data.txt

Hw 22 due 2/2     BIOL120Data.txt

Hw 21 due 1/28

Hw20 due 1/19

Hw19 due 12/3

Hw18 due 12/1

Hw17 due 11/24

Hw16 due 11/19

Hw15 due 11/12

Hw14 due 11/10

Hw13 due 11/3

Hw12 due 10/29

Hw11 due 10/22

Hw10 due 10/20

Hw9 due 10/13     germancredit.csv

Hw8 due 10/8

Hw7 due 10/1

Hw6 due 9/29

Hw5 due 9/22

Hw4 due 9/15

Hw3 due 9/10

Hw2 due 9/8 Hw2.csv

Hw1 due 9/1 FTIC.csv