A lambda-calculus foundation for universal probabilistic programming

Author:

Borgström Johannes1,Dal Lago Ugo2,Gordon Andrew D.3,Szymczak Marcin4

Affiliation:

1. Uppsala University, Sweden

2. University of Bologna, Italy / Inria, France

3. Microsoft Research, UK / University of Edinburgh, UK

4. University of Edinburgh, UK

Funder

Agence Nationale de la Recherche

Vetenskapsrådet

Microsoft Research

Publisher

ACM

Reference37 articles.

1. S. Bhat J. Borgström A. D. Gordon and C. V. Russo . Deriving probability density functions from probabilistic functional programs. In N. Piterman and S. A. Smolka editors Proceedings of TACAS 2013 volume 7795 of LNCS pages 508– 522 . Springer 2013. 10.1007/978-3-642-36742-7_35 S. Bhat J. Borgström A. D. Gordon and C. V. Russo. Deriving probability density functions from probabilistic functional programs. In N. Piterman and S. A. Smolka editors Proceedings of TACAS 2013 volume 7795 of LNCS pages 508–522. Springer 2013. 10.1007/978-3-642-36742-7_35

2. P. Billingsley. Probability and Measure. Wiley-Interscience third edition 1995. P. Billingsley. Probability and Measure. Wiley-Interscience third edition 1995.

3. A. Bizjak and L. Birkedal . Step-indexed logical relations for probability. In A. M. Pitts editor Proceedings of FoSSaCS 2015 volume 9034 of LNCS pages 279– 294 . Springer 2015. A. Bizjak and L. Birkedal. Step-indexed logical relations for probability. In A. M. Pitts editor Proceedings of FoSSaCS 2015 volume 9034 of LNCS pages 279–294. Springer 2015.

4. J. Borgström U. Dal Lago A. D. Gordon and M. Szymczak. A lambdacalculus foundation for universal probabilistic programming (long version). CoRR abs/1512.08990 2015. J. Borgström U. Dal Lago A. D. Gordon and M. Szymczak. A lambdacalculus foundation for universal probabilistic programming (long version). CoRR abs/1512.08990 2015.

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