Probabilistic programming 论文
2014引用 361
Bayesian Modeling and Causal InferenceSoftware Reliability and Analysis ResearchAI-based Problem Solving and Planning
摘要
Probabilistic programs are usual functional or imperative programs with two added constructs: (1) the ability to draw values at random from distributions, and (2) the ability to condition values of variables in a program via observations. Models from diverse application areas such as computer vision, coding theory, cryptographic protocols, biology and reliability analysis can be written as probabilistic programs.