1 Course

2 References

1. Reading List 1 (Course Reader)
2. Reading List 2 (Online)
3. Enterprise Miner Manual (Online)
4. SAS Online Tutorial
• Getting Started with SAS Software
• SAS tutorial @ Univ. of New Mexico
5. Introduction to OLE DB for Data Mining
6. PageRank Paper
7. Citeseer at NEC

• Presentation slides archive (regular section)

• IBM readies DB2 update, plans database and content management wares
• Web users have lost privacy with the drop of a cookie
• SAS hooks up with IBM to target e-business
• Data warehousing gets big push by key vendors

5 Tools

1. Enterprise Miner
   1. Detailed Remote Access Instructions
   2. Frequently Asked Questions (FAQ) by students
2. UT WNT page w/screenshots
3. Notes on connecting to published Applications.
4. Aladdin Expander (.gz)
5. Ghostview (.ps)
6. Acrobat Reader (.pdf)

7 Topics

• White paper on OLAP
• Data Warehouse basics and links
• KDNuggets

Visualization

Introduction to Visualization: Vis '96 Tutorial GTM (Generative Topographical Mapping) Hierachical Probabilistic PCA CVIZ - IBM SurfAid CVIZ directory Tar Gzipped file

Data Reduction

Principal Component Analysis (PCA) Synopsis 1 Synopsis 2  Synopsis 3 (Theoretical) Notes on Spectral Decomposition MATLAB procedure comparing SVD and PCA Principal Curves (nonlinear) Web-based statistical analyzer

Classification

ROC curve notes (with figures) roc.ps roc.ps.gz roc.zip Support Vector Machines 2-D SVM classifier SVM page in Germany Bayesian Networks Tutorial on Learning Bayesian Networks Bayesian Belief Networks

Clustering

METIS

Miscellaneous

EM Algorithm

6 Free Software/Libraries

8 Datasets