Unsupervised Supervised Learning II: Training Margin Based Classifiers without Labels

Krishnakumar Balasubramanian, Pinar Donmez, Guy Lebanon

Many popular linear classifiers, such as logistic regression, boosting, or SVM, are trained by optimizing a margin-based risk function. Traditionally, these risk functions are comp…