Search Results for author: Chung-chieh Shan

Found 5 papers, 2 papers with code

Translating Recursive Probabilistic Programs to Factor Graph Grammars

no code implementations22 Oct 2020 David Chiang, Chung-chieh Shan

It is natural for probabilistic programs to use conditionals to express alternative substructures in models, and loops (recursion) to express repeated substructures in models.

Translation

Sham: A DSL for Fast DSLs

2 code implementations18 May 2020 Rajan Walia, Chung-chieh Shan, Sam Tobin-Hochstadt

Embedded or internal DSLs fit naturally with a host language, while inheriting the host's performance characteristics.

Programming Languages

From high-level inference algorithms to efficient code

4 code implementations17 May 2018 Rajan Walia, Jacques Carette, Praveen Narayanan, Chung-chieh Shan, Sam Tobin-Hochstadt

They are algorithms whose idiomatic expression requires random array variables that are latent or whose likelihood is conjugate.

Programming Languages Probability

Composing inference algorithms as program transformations

no code implementations6 Mar 2016 Robert Zinkov, Chung-chieh Shan

Probabilistic inference procedures are usually coded painstakingly from scratch, for each target model and each inference algorithm.

Code Generation Probabilistic Programming

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