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BonusTopics

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on May 12, 2012 at 11:08:34 am
 

Here are notes and links for the extra topics we get to cover since we got through the material rapidly. 

 

Support Vector Machines

   General slides on SVM: chap5_alternative_classification.ppt

   One-class SVM: One-ClassSVM10.1.1.39.912.pdf

   Regression SVM: SVMRegressionTutorial10.1.1.4.7700.pdf

   Methods for rapid solution of SVM: stochasticSubGradient-shalev-shwartz.pdf

   Notes on Mercer Kernels: MercerKernelslecture18.pdf

   Path Algo - Hastie:

 

Time Series

     Some slides that will guide us through the material: Time Series.pdf

 

Here are links to R-code and data sets that we'll use. 

 

   SVM examples: svm1.R , oneClassSVM.R

 

   Time series examples: general.R , linMod.R , unitRoot.R , garch.RVIX.csv

 

 

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