924 citations · 1.8k across the 26 of their papers we have counts for
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cs.LG2010★ 9 cited
Statistical and Computational Tradeoffs in Stochastic Composite Likelihood
Joshua V Dillon, Guy Lebanon
Maximum likelihood estimators are often of limited practical use due to the intensive computation they require. We propose a family of alternative estimators that maximize a stocha…
cs.LG2010★ 4 cited
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…