• LDPC

  • Referenced in 84 articles [sw03321]
  • used for Turbo codes, and to probabilistic inference methods used in other fields. Variations...
  • Stan

  • Referenced in 314 articles [sw10200]
  • Stan is a probabilistic programming language implementing full Bayesian statistical inference with MCMC sampling (NUTS...
  • RStan

  • Referenced in 91 articles [sw13990]
  • project develops a probabilistic programming language that implements full Bayesian statistical inference via Markov Chain...
  • Edward

  • Referenced in 16 articles [sw21517]
  • Edward: A Library for Probabilistic Modeling, Inference, and Criticism. Edward is a Python library ... probabilistic modeling, inference, and criticism. It is a testbed for fast experimentation and research with...
  • Blaise

  • Referenced in 10 articles [sw29867]
  • Blaise: A Toolkit for High-Performance Probabilistic Inference. Blaise is a toolkit for high performance ... probabilistic inference, implemented in Java. Blaise provides efficient implementations of the algorithmic and representational primitives ... computations arising in probabilistic inference, along with means of composition that support easy incremental development...
  • Venture

  • Referenced in 11 articles [sw14670]
  • Venture: a higher-order probabilistic programming platform with programmable inference. We describe Venture, an interactive ... general-purpose use. Like Church, probabilistic models and inference problems in Venture are specified ... Turing-complete, higher-order probabilistic language descended from Lisp. Unlike Church, Venture also provides ... that do inference over latent variables hidden from Venture. Second, we describe probabilistic execution traces...
  • rstan

  • Referenced in 55 articles [sw16103]
  • project develops a probabilistic programming language that implements full Bayesian statistical inference via Markov Chain...
  • FRIL

  • Referenced in 44 articles [sw18490]
  • method of inference to permit the inclusion of uncertainties such as probabilistic knowledge and fuzzy...
  • Alchemy

  • Referenced in 11 articles [sw16040]
  • algorithms for statistical relational learning and probabilistic logic inference, based on the Markov logic representation...
  • MCINTYRE

  • Referenced in 8 articles [sw22925]
  • Monte Carlo system for probabilistic logic programming. Probabilistic Logic Programming is receiving an increasing attention ... concentrate on the problem of approximate inference in probabilistic logic programming languages based ... normal program sampled from the probabilistic program. The ProbLog system includes such an algorithm ... Carlo inference that is based on a program transformation that translates a probabilistic program into...
  • PILCO

  • Referenced in 32 articles [sw34813]
  • based on probabilistic modeling of the dynamics and approximate Bayesian inference for policy evaluation...
  • Evigan

  • Referenced in 5 articles [sw14331]
  • annotation program for eukaryotic genomes, employing probabilistic inference to integrate multiple sources of gene evidence...
  • Merlin

  • Referenced in 5 articles [sw23076]
  • program, Merlin aims to automatically infer an information flow specification. Merlin models information flow paths ... propagation graph using probabilistic constraints. A naive modeling requires an exponential number of constraints ... well-known structure for performing probabilistic inference. We experimentally validate the Merlin approach by applying...
  • BLOG

  • Referenced in 41 articles [sw22025]
  • BLOG: probabilistic models with unknown objects. This paper introduces and illustrates BLOG, a formal language ... inference algorithms exist for a large fragment of the language. We also introduce a probabilistic...
  • PICS

  • Referenced in 3 articles [sw37329]
  • PICS: Probabilistic Inference for ChIP-seq. ChIP-seq combines chromatin immunoprecipitation with massively parallel short ... propose a method called PICS (Probabilistic Inference for ChIP-seq) for identifying regions bound...
  • HySpirit

  • Referenced in 4 articles [sw20096]
  • HySpirit - a probabilistic inference engine for hypermedia retrieval in large databases. HySpirit is a retrieval ... models retrieval as uncertain inference, for which we use probabilistic reasoning. Since the expressiveness...
  • Hakaru

  • Referenced in 4 articles [sw14669]
  • Probabilistic inference by program transformation in Hakaru (system description). We present Hakaru, a new probabilistic...
  • ProbLog

  • Referenced in 102 articles [sw06945]
  • ProbLog is a probabilistic logic programming language based on Prolog. Two ProbLog implementations are available ... interpretations setting. ProbLog1 also supports decision-theoretic inference. ProbLog2 allows the user to compute marginal...
  • VIREL

  • Referenced in 3 articles [sw42894]
  • VIREL: A Variational Inference Framework for Reinforcement Learning. Applying probabilistic models to reinforcement learning ... powerful optimisation tools such as variational inference to RL. However, existing inference frameworks and their ... propose VIREL, a novel, theoretically grounded probabilistic inference framework for RL that utilises a parametrised...
  • PINTS

  • Referenced in 2 articles [sw29811]
  • Probabilistic Inference on Noisy Time Series (PINTS). Pints (Probabilistic Inference on Noisy Time-Series...