First for Review: Linear Regression
Lectures:
EnsembleMethods.pdf ClassImbalanceMulticlass.pdf chap5.pdf chap6_basic_association_analysis.pdf
Giovanni Seni - Ensemble Methods Ethem Alpaydin - Combining Multiple Learners Rajan Patel
Reference Material: Papers
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:
Here is a web page on ROC curves.
Examples:
Random Forest on Sonar Data: AdaBoostRandomForestSonar.R
Brimean Bagging Algorithm Bagging.R (coded by Abhishek Dubey)
Create a ROC curve from Example in Text ROC.R
ROC for the Sonar Data ROCSonar.R
Multiclass Example (Iris Data) IrisDataMulticlass.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 irisdata.csv
Homework: Homework 01