12 citations · 15 across the 5 of their papers we have counts for
5 papers
Personalized Survival Prediction with Contextual Explanation Networks
Maruan Al-Shedivat, Avinava Dubey, Eric P. Xing
Accurate and transparent prediction of cancer survival times on the level of individual patients can inform and improve patient care and treatment practices. In this paper, we desi…
The Intriguing Properties of Model Explanations
Maruan Al-Shedivat, Avinava Dubey, Eric P. Xing
Linear approximations to the decision boundary of a complex model have become one of the most popular tools for interpreting predictions. In this paper, we study such linear explan…
Recurrent Estimation of Distributions
Junier B. Oliva, Kumar Avinava Dubey, Barnabas Poczos +2
This paper presents the recurrent estimation of distributions (RED) for modeling real-valued data in a semiparametric fashion. RED models make two novel uses of recurrent neural ne…
Parallel Markov Chain Monte Carlo for the Indian Buffet Process
Michael M. Zhang, Avinava Dubey, Sinead A. Williamson
Indian Buffet Process based models are an elegant way for discovering underlying features within a data set, but inference in such models can be slow. Inferring underlying features…
Exact and Efficient Parallel Inference for Nonparametric Mixture Models
Sinead A. Williamson, Avinava Dubey, Eric P. Xing
Nonparametric mixture models based on the Dirichlet process are an elegant alternative to finite models when the number of underlying components is unknown, but inference in such m…