Unique # 15250

Course

• Lecture Notes
• Descriptor
• Office Hours

Papers

1. Primary List of Papers (References ONLY)
2. Secondary List of Papers (Downloadable)
3. Presentations

Term Paper

1. Presentations

Informational Links

1. White paper on OLAP
2. Data Warehouse basics and links
3. AUAI Tutorials
   • Learning with Graphical Models (tutorial for Ch3)
   • A Tutorial on Learning Bayesian Networks (tutorial for Bayes network)
4. Visualization
   • GTM (Generative Topological Mapping)
   • Hierachical Probabilistic PCA

Free Software/Libraries

Datasets

Misc. Topics

1. Principal Component Analysis (PCA)
   • Simple description 1 2 3
   • Compiled notes on Spectral Decomposition
   • MATLAB procedure comparing SVD and PCA tsvd.m
   • Theoretical treatment (includes SVD) 1
   • Web-based statistical analyzer 1
2. EM Algorithm (2-pg notes)
3. GTM (Generative Topological Mapping)
4. Hierachical Probabilistic PCA

Tools

1. (Mac/PC) Expander for decompressing gzip files (.gz)
2. Ghostview for reading postscript files (.ps)
3. Acrobat Reader for reading acrobat files (.pdf)
4. (Mac/PC) How to create postscript files