Lectures:
chap5_alternative_classification.pdf (k-nearest neighbor, Bayesian, and time permitting Support Vector Machine)
BayesRule.pdf BayesDeal.pdf
Reference Material Naive Bayes Documentation
Examples:
k Nearest Neighbor: MixSim.R KfirstNearestNeighbor.R (uses Sonar Data - illustrates effect of normalizing data before knn performed)
Naive Bayes Classification: NaiveBayesClassifier.R
More Naive Bayes and some not-so-naive Bayes: GDA.R
Support Vector Machine svm1.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 mixtureSimData.data
Homework:
Homework04.pdf
BabyEnsemble.R
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