Midterm 2. See text here, and download the data

 

Unbalanced data:

N.Chawla—Smote   SmoteBoost

H. He—Learning from Imbalanced Data

 

 

SVM Tutorials

B. Scholkopf—Introduction to Kernel Methods / Slides

C. Lin—Support Vector Machines / Slides

 

 

Ensemble Systems Tutorials

 

Ensemble based systems in decision making—Polikar

Bootstrap based methods in comp. intelligence—Polikar

 

Rob Schapire—Boosting (Video lectures) / Slides

J. Bradley—New Developments in Boosting

C. Rudin—Dynamics of Boosting / Slides

 

 

 

 

 

Announcements

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Pattern Recognition

ECE 455 /555