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monad-bayes: A library for probabilistic programming.

[ library, mit, program, statistics ] [ Propose Tags ]

A library for probabilistic programming using probability monads. The emphasis is on composition of inference algorithms implemented in terms of monad transformers.

Modules

[Last Documentation]

  • Control
    • Monad
      • Bayes
        • Control.Monad.Bayes.Class
        • Density
          • Control.Monad.Bayes.Density.Free
          • Control.Monad.Bayes.Density.State
        • Control.Monad.Bayes.Enumerator
        • Inference
          • Lazy
            • Control.Monad.Bayes.Inference.Lazy.MH
            • Control.Monad.Bayes.Inference.Lazy.WIS
          • Control.Monad.Bayes.Inference.MCMC
          • Control.Monad.Bayes.Inference.PMMH
          • Control.Monad.Bayes.Inference.RMSMC
          • Control.Monad.Bayes.Inference.SMC
          • Control.Monad.Bayes.Inference.SMC2
          • Control.Monad.Bayes.Inference.TUI
        • Control.Monad.Bayes.Integrator
        • Control.Monad.Bayes.Population
        • Sampler
          • Control.Monad.Bayes.Sampler.Lazy
          • Control.Monad.Bayes.Sampler.Strict
        • Sequential
          • Control.Monad.Bayes.Sequential.Coroutine
        • Control.Monad.Bayes.Traced
          • Control.Monad.Bayes.Traced.Basic
          • Control.Monad.Bayes.Traced.Dynamic
          • Control.Monad.Bayes.Traced.Static
        • Control.Monad.Bayes.Weighted
  • Math
    • Integrators
      • Math.Integrators.StormerVerlet

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Versions [RSS] 0.1.0.0, 0.1.1.0, 1.0.0, 1.1.0, 1.1.1, 1.2.0, 1.3.0
Change log CHANGELOG.md
Dependencies base (>=4.11 && <4.17), brick, containers (>=0.5.10 && <0.7), foldl, free (>=5.0.2 && <5.2), histogram-fill, ieee754 (>=0.8.0 && <0.9), integration, lens, linear, log-domain (>=0.12 && <0.14), math-functions (>=0.2.1 && <0.4), matrix, monad-bayes, monad-coroutine (>=0.9.0 && <0.10), monad-extras, mtl (>=2.2.2 && <2.3), mwc-random (>=0.13.6 && <0.16), optparse-applicative, pipes, pretty-simple, primitive, random, safe (>=0.3.17 && <0.4), scientific, statistics (>=0.14.0 && <0.17), text, time, vector (>=0.12.0 && <0.13), vty [details]
License MIT
Copyright 2015-2020 Adam Scibior
Author Adam Scibior <adscib@gmail.com>
Maintainer dominic.steinitz@tweag.io
Category Statistics
Home page http://github.com/tweag/monad-bayes#readme
Bug tracker https://github.com/tweag/monad-bayes/issues
Source repo head: git clone https://github.com/tweag/monad-bayes.git
Uploaded by DominicSteinitz at 2022-10-18T08:18:49Z
Distributions
Reverse Dependencies 1 direct, 0 indirect [details]
Executables example
Downloads 1246 total (39 in the last 30 days)
Rating (no votes yet) [estimated by Bayesian average]
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Status Docs not available [build log]
All reported builds failed as of 2022-10-18 [all 2 reports]