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Exact Symbolic Inference in Probabilistic Programs via Sum-Product Representations
We present the Sum-Product Probabilistic Language (SPPL), a new system t...
10/07/2020 ∙ by Feras A. Saad, et al. ∙
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The Fast Loaded Dice Roller: A Near-Optimal Exact Sampler for Discrete Probability Distributions
This paper introduces a new algorithm for the fundamental problem of gen...
03/08/2020 ∙ by Feras A. Saad, et al. ∙
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Optimal Approximate Sampling from Discrete Probability Distributions
This paper addresses a fundamental problem in random variate generation:...
01/13/2020 ∙ by Feras A. Saad, et al. ∙
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Bayesian Synthesis of Probabilistic Programs for Automatic Data Modeling
We present new techniques for automatically constructing probabilistic p...
07/14/2019 ∙ by Feras A. Saad, et al. ∙
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A Family of Exact Goodness-of-Fit Tests for High-Dimensional Discrete Distributions
The objective of goodness-of-fit testing is to assess whether a dataset ...
02/26/2019 ∙ by Feras A. Saad, et al. ∙
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A Bayesian Nonparametric Method for Clustering Imputation, and Forecasting in Multivariate Time Series
This article proposes a Bayesian nonparametric method for forecasting, i...
10/18/2017 ∙ by Feras A. Saad, et al. ∙
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