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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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Mike Bowles, PhD and Patricia Hoffman, PhD
Beginning Data Mining / Machine Learning Course
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