54 citations · 60 across the 4 of their papers we have counts for
3 papers · 1 filter
The Landmark Selection Method for Multiple Output Prediction
Krishnakumar Balasubramanian, Guy Lebanon
Conditional modeling x \to y is a central problem in machine learning. A substantial research effort is devoted to such modeling when x is high dimensional. We consider, instead, t…
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…
Asymptotic Analysis of Generative Semi-Supervised Learning
Joshua V Dillon, Krishnakumar Balasubramanian, Guy Lebanon
Semisupervised learning has emerged as a popular framework for improving modeling accuracy while controlling labeling cost. Based on an extension of stochastic composite likelihood…