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Week05

Page history last edited by mike@mbowles.com 9 years, 9 months ago

 

 Lectures:

chap5_alternative_classification.pdf  EnsembleMethods.pdf

 

 

 Reference Material: for the mathematical details of SVM

 http://patriciahoffmanphd.com/resources/papers/SVM/SupportVectorJune3.pdf

 

R-package that includes SVM

e1071.pdf

 

Helpful Book on Ensemble Methods -

Seni, Giovanni and Elder, John, Ensemble Methods in Data Mining, Morgan & Claypool, 2010

 

Here's an amazon link to the book:

http://www.amazon.com/Ensemble-Methods-Data-Mining-Predictions/dp/1608452840/ref=sr_1_1?ie=UTF8&s=books&qid=1287690908&sr=8-1

Ensemble Methods in Data Mining: Improving Accuracy Through Combining Predictions (Synthesis Lectures on Data Mining and Knowledge Discovery)

 

 

Examples:

Support Vector Machine: svm1.R  AdaBoostRandomForestSonar.R

 

 

Data Files:

The Wine Data Set and the Iris Data Set are on UC Irvine's database web site

Sonar Data Sets:  sonar_test.csv   sonar_train.csv 

 

 

Homework:  Homework05.doc  Homework05.pdf

 

 

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