• If you are citizen of an European Union member nation, you may not use this service unless you are at least 16 years old.

  • Social distancing? Try a better way to work remotely on your online files. Dokkio, a new product from PBworks, can help your team find, organize, and collaborate on your Drive, Gmail, Dropbox, Box, and Slack files. Sign up for free.



Page history last edited by hoffman.tricia@gmail.com 8 years, 7 months ago




chap5_alternative_classification.pdf    SVM Kernel  SVM Summary

Tan Table


To visualize various kernels for SVMs (note it takes time to initialize)




 Reference Material: for the mathematical details of SVM




R-package that includes SVM




EnsembleMethods.pdf     ClassImbalanceMulticlass.pdf    chap5.pdf   


Giovanni Seni - Ensemble Methods   Ethem Alpaydin - Combining Multiple Learners  Rajan Patel

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:


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


Reference Material: Papers




Support Vector Machine: svm1.R  , svmExamp.R

Boosted Trees:  AdaBoostRandomForestSonar.R


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


Homework:   Homework 05



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

Comments (0)

You don't have permission to comment on this page.