Algorithms

Association Analysis

• Apriori

Ensemble Methods

• Bagging (Bootstrap aggregating)
• Boosting
  • AdaBoost

Classifiers

• Naive Bayesian classifiers
• Conditional Trees
• Decision Trees
• Kernel Methods
• K-nearest Neighbors (probability)
• Random Forests
• Neural networks
• Support Vector Machines
• Semi-supervised
• Regression
• Disciminant analysis

Clustering

• Hierarchical Clustering
• K-Means

• Linear Models

Links

Books

• Data Mining Guide

Java

• JSR 73

Tools

• Sgrep

Visualization

• VisualComplexity

Google Tech Talks

• videosearch?q=type:google engEDU data mining

Misc

• http://www.cs.purdue.edu/homes/clifton/icdm01_tutorials/Keogh/
• http://marcchung.com/2006/09/25/visualizing-dna/
• http://blogs.zdnet.com/Foremski/index.php?p=107
• http://en.wikipedia.org/wiki/No-Free-Lunch_theorems
• http://www.autonlab.org/tutorials/

Naive Bayes Classifiers

• http://yudkowsky.net/bayes/bayes.html