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Showing 1 to 4 of 4 for “"Probabilistic Program"”.

  1. PClean : Bayesian data cleaning at scale with domain-specific probabilistic programming

    Data cleaning is naturally framed as probabilistic inference in a generative model, combining a prior distribution over ground-truth databases with a likelihood that models the noisy channel by which the data are filtered, corrupted, and joined to yield incomplete, dirty, and denormalized datasets. …

    mit Repository record for PClean : Bayesian data cleaning at scale with domain-specific probabilistic programming (opens in a new tab)

  2. Venture : an extensible platform for probabilistic meta-programming

    … describes Venture, an extensible platform for probabilistic meta-programming. In Venture, probabilistic generative models, probability density functions, and probabilistic inference algorithms are all first-class objects. Any Venture program that makes random choices can be treated as a …

    mit Repository record for Venture : an extensible platform for probabilistic meta-programming (opens in a new tab)

  3. Automatic Integration and Differentiation of Probabilistic Programs

    … distributions defined by higher-order probabilistic programs. It does this by developing a suite of composable program transformations for an expressive core calculus for probabilistic programming: • Integration: Compiling a probabilistic program into a deterministic representation of …

    mit Repository record for Automatic Integration and Differentiation of Probabilistic Programs (opens in a new tab)

  4. Optimization of load balancing in anonymous dynamical networks with application to Tor

    Submission published under a 24 month embargo labeled 'U of I Access', the embargo will last until 2025-05-01

    uiuc Repository record for Optimization of load balancing in anonymous dynamical networks with application to Tor (opens in a new tab)