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diff --git a/documentation/research/paradigm/probabilistic_programming.md b/documentation/research/paradigm/probabilistic_programming.md new file mode 100644 index 000000000..beff4a300 --- /dev/null +++ b/documentation/research/paradigm/probabilistic_programming.md @@ -0,0 +1,52 @@ +# Inference + +1. [Probabilistic Programming with Programmable Inference](https://people.csail.mit.edu/rinard/paper/pldi18.pdf) +1. https://www.microsoft.com/en-us/research/blog/dowhy-a-library-for-causal-inference/ + +# Reference + +1. [Ask HN: What companies are using probabilistic programming?](https://news.ycombinator.com/item?id=17220861) +1. https://www-forbes-com.cdn.ampproject.org/v/s/www.forbes.com/sites/quora/2018/05/18/even-the-most-advanced-computer-programmers-have-probably-never-heard-of-this-concept/amp/?amp_js_v=a1&_gsa=1#amp_tf=From%20%251%24s&share=https%3A%2F%2Fwww.forbes.com%2Fsites%2Fquora%2F2018%2F05%2F18%2Feven-the-most-advanced-computer-programmers-have-probably-never-heard-of-this-concept%2Famp%2F%23amp_tf%3DFrom%2520%25251%2524s&share=https%3A%2F%2Fwww.forbes.com%2Fsites%2Fquora%2F2018%2F05%2F18%2Feven-the-most-advanced-computer-programmers-have-probably-never-heard-of-this-concept%2F&share=https%3A%2F%2Fwww.forbes.com%2Fsites%2Fquora%2F2018%2F05%2F18%2Feven-the-most-advanced-computer-programmers-have-probably-never-heard-of-this-concept%2F +1. [Deep Probabilistic Programming Languages: A Qualitative Study](https://arxiv.org/abs/1804.06458) +1. [A Provably Correct Sampler for Probabilistic Programs](https://www.microsoft.com/en-us/research/wp-content/uploads/2016/02/final.pdf) +1. [Practical Probabilistic Programming with Monads](http://mlg.eng.cam.ac.uk/pub/pdf/SciGhaGor15.pdf) +1. [Probabilistic Functional Programming in Haskell](https://web.engr.oregonstate.edu/~erwig/papers/PFP_JFP06.pdf) +1. [The Probability Monad](https://www.youtube.com/watch?v=qZ4O-1VYv4c) +1. https://www.chrisstucchio.com/blog/2016/probability_the_monad.html +1. http://dippl.org/ +1. [Deep Probabilistic Programming](https://arxiv.org/abs/1701.03757v1) +1. [Symbolic Conditioning of Arrays in Probabilistic Programs](http://homes.soic.indiana.edu/pravnar/disintegrate-arrays.pdf) +1. http://probabilistic-programming.org/wiki/Home +1. http://underscore.io/blog/posts/2016/04/21/probabilistic-programming.html +1. https://moalquraishi.wordpress.com/2015/03/29/the-state-of-probabilistic-programming/ +1. https://en.wikipedia.org/wiki/Probabilistic_programming_language +1. https://probmods.org/ +1. http://adriansampson.net/doc/ppl.html +1. http://blog.fastforwardlabs.com/2017/10/02/pp-bibliography.html +1. http://blog.fastforwardlabs.com/2017/01/30/the-algorithms-behind-probabilistic-programming.html +1. https://arxiv.org/abs/1701.03757 +1. [Typed functional probabilistic programming: ready for practical use?](https://www.youtube.com/watch?v=DGZXoi6ehwA) +1. [Generative probabilistic programming: applications and new ideas](https://www.youtube.com/watch?v=M_vG_6pq0XM) +1. [Probabilistic Programming for Programming Languages People](https://github.com/sampsyo/ppl-intro) +1. [Bayesian Methods for Hackers](https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers) +1. [An Introduction to Probabilistic Programming](https://arxiv.org/abs/1809.10756) +1. http://www.stormchecker.org/index.html +1. https://betanalpha.github.io/assets/case_studies/conditional_probability_theory.html +1. https://kaomorphism.com/2019/01/17/How-To-Predict-Any-Three-Events-More-Accurately.html +1. [Probabilistic Programming with Densities in SlicStan: Efficient, Flexible and Deterministic](https://www.youtube.com/watch?v=CXiCJ7M72Wc) + +# DSL + +1. [Embedded probabilistic domain-specific language Hakaru10 (discrete and continuous distributions, MCMC (MH) sampling)](http://okmij.org/ftp/kakuritu/Hakaru10/index.html) +1. https://github.com/p2t2/figaro +1. http://www.robots.ox.ac.uk/~fwood/anglican/ +1. [Probabilistic programming and meta-programming in Clojure - Vikash Mansinghka](https://www.youtube.com/watch?v=KLGwLkmh8gI) + +# Language + +1. https://hakaru-dev.github.io/ +1. http://probcomp.csail.mit.edu/venture/ +1. https://github.com/tjitze/RankPL/ +1. http://turing.guru/ +1. https://eng.uber.com/pyro/ + |