9 citations · 20 across the 6 of their papers we have counts for
4 papers
Statistical Translation, Heat Kernels and Expected Distances
Joshua Dillon, Yi Mao, Guy Lebanon +1
High dimensional structured data such as text and images is often poorly understood and misrepresented in statistical modeling. The standard histogram representation suffers from h…
Cumulative Revision Map
Seungyeon Kim, Joshua V. Dillon, Guy Lebanon
Unlike static documents, version-controlled documents are edited by one or more authors over a certain period of time. Examples include large scale computer code, papers authored b…
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…
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…