20-310 Data Mining
Spring 2003 Course
MWF 2:00-2:50PM SC 302
IMPORTANT NOTES:
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Textbook: Margaret Dunham, Data Mining, Introductory and Advances Topics, Prentice Hall, 2003, ISBN 0-13-088892-3 |
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Book website: http://engr.smu.edu/~mhd/ |
| Office hours: |
M,W,F 11-12noon
| Project |
| Assignments |
Homework 2, due 2/26/2003
Homework 3, due 3/31/2003
Download Tooldiag software!!!Homework 4, due 4/7/2003
Homework 5, due 4/14/2003
Homework 6 due 4/29/2003 NEW!!!
Homework 7, (MAKE-UP homework) due at the exam
| Lecture Notes |
Tentative Class Outline 1/27/2003
Chapter 1,2 1/27/2003
Data Mining, Part II 2/7/2003
Data Mining, Part IIa 2/10/2003
Brief Course in Probability 2/15/2003
Feature Selection 2/15/2003
Feature Extraction 2/16/2003
Measuring Classification Performance 2/16/2003
Construction of ROC curves 3/7/2003
Classification techniques, part I 3/19/2003
Classification techniques, part II 3/20/2003
Classification techniques, part III 3/21/2003
Classification techniques, part IV 3/22/2003
Classification techniques, part V 3/31/2003
Clustering3/31/2003
Incremental Clustering 4/9/2003
Web mining 4/23/2003
| MATERIAL FROM Institute of Photogrammetry and Remote Sensing, Finland (In English) Feature selection: Probability distance and feature Extraction.ps Estimation of Classifier Oerformance WEB Mining Tutorial by Becher and Kohavi |
| Links |
WEKA
http://www.cs.waikato.ac.nz/ml/weka/ Weka web-site
weka-3-2-3jre.exe Free Weka software installation (11,305,621 bytes, includes the Java Runtime Environment)
DATA MINING SITES
http://www.learningtheory.org/ Home page for Computation Learning Theory (look for Freund and Schapire and their Boosting papers)
http://www.kdnuggets.com/ Good Data Mining site, with job links and a lot of other stuff
XELOPES GNU open source libraries
XELOPES Version 1.1 Documentation
DATASETS
http://www.ics.uci.edu/~mlearn/MLRepository.html UCI machine learning repositoryhttp://kdd.ics.uci.edu/ UCI KDD archive
GHOSTSCRIPT AND GHOSTVIEW
DOS version tooldiagDos.zip
Linux/Unix version tooldiag-2.2.tar.gz, ToolUxIns.txt
C4.5
Unix version from Dr. Quinlan site http://www.cse.unsw.edu.au/~quinlan/c4.5r8.tar.gz
MATLAB
Matlab Tutorial by D. Pokrajac
Feature Selection paper
Algorithm for feature selection- an evaluation by A. Jain and D. Zonker