CAS Predictive Modeling Seminar Advanced Modeling Techniques

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CAS Predictive Modeling Seminar Advanced
Modeling Techniques

• October 3-4, 2006

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References

• Text Mining
• Taming Text An Introduction to Text Mining
• Louise Francis
• Text Mining
• Weiss et al
• GAMS
• Generalized Additive Models
• Hastie and Tibshirani
• A Practical Guide to Splines
• De Boor
• Trees
• Classification and Regression Trees
• Breiman, Freidman, Olshen, Stone
• PCA, Factor Analysis, Clustering
• Applied Multivariate Statistical Analysis
• Johnson and Wichern

• General
• The Elements of Statistical Learning
• Hastie, Tibshirani, Friedman
• Mastering Data Mining
• Berry and Linoff
• Principles of Data Mining
• Hand, Mannila, Smyth
• Neural Networks
• Neural Networks for Statistical Modeling
• Murray Smith
• Neural Networks Demystified
• Louise Francis
• MARS
• Martian Chronicles Is MARS better than NN
• Louise Francis