Universum Learning or Learning from Contraditions

Description

Universum Learning is a new learning setting that has shown promise for limited labeled data settings. We have extended this to various problems.

A brief tutorial is available at: Advances in Universum Learning. The accompanying codes can be downloaded below.

Download

• Binary U-SVM.zip (MATLAB Version).
  

• Cost-Sensitive U-SVM.
  

• U-SVM Regression.
  

• Multiclass Universum (MU-SVM).