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10/17/2020
PPL Bench: Evaluation Framework For Probabilistic Programming Languages
We introduce PPL Bench, a new benchmark for evaluating Probabilistic Pro...
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01/15/2020
Newtonian Monte Carlo: single-site MCMC meets second-order gradient methods
Single-site Markov Chain Monte Carlo (MCMC) is a variant of MCMC in whic...
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07/26/2018
A Flexible Joint Longitudinal-Survival Modeling Framework for Incorporating Multiple Longitudinal Biomarkers
We are interested in survival analysis of hemodialysis patients for whom...
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07/16/2018
On the Information Theoretic Distance Measures and Bidirectional Helmholtz Machines
By establishing a connection between bi-directional Helmholtz machines a...
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07/06/2018
A Bayesian Framework for Non-Collapsible Models
In this paper, we discuss the non-collapsibility concept and propose a n...
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07/06/2018
A Flexible Joint Longitudinal-Survival Model for Analysis of End-Stage Renal Disease Data
We propose a flexible joint longitudinal-survival framework to examine t...
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12/10/2017