probable: Easy and reasonably efficient probabilistic programming and random generation
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Warnings:
- 'ghc-options: -O2' is rarely needed. Check that it is giving a real benefit and not just imposing longer compile times on your users.
Easy and reasonably efficient probabilistic programming and random generation
This library gives a common language to speak about
probability distributions and
random generation, by wrapping both, when necessary,
in a RandT
monad defined in Math.Probable.Random
.
This module also provides a lot of useful little
combinators for easily describing how random values for your
types should be generated.
In Math.Probable.Distribution
, you'll find functions for generating
random values that follow any distribution supported by
mwc-random.
In Math.Probable.Distribution.Finite
, you'll find an adaptation
of Eric Kidd's work on probability monads (from
here).
You may want to check the examples bundled with this package, viewable online at https://github.com/alpmestan/probable/tree/master/examples. One of these examples is simple enough to be worth reproducing here.
module Main where import Control.Applicative import Control.Monad import Math.Probable import qualified Data.Vector.Unboxed as VU data Person = Person Int -- ^ age Double -- ^ weight (kgs) Double -- ^ salary (e.g euros) deriving (Eq, Show) person :: RandT IO Person person = Person <$> uniformIn (1, 100) <*> uniformIn (2, 130) <*> uniformIn (500, 10000) randomPersons :: Int -> IO [Person] randomPersons n = mwc $ listOf n person randomDoubles :: Int -> IO (VU.Vector Double) randomDoubles n = mwc $ vectorOf n double main :: IO () main = do randomPersons 10 >>= mapM_ print randomDoubles 10 >>= VU.mapM_ print
Please report any feature request or problem, either by email or through github's issues/feature requests.
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Properties
Versions | 0.1.0.0, 0.1.1, 0.1.2, 0.1.3, 0.1.3 |
---|---|
Change log | None available |
Dependencies | base (>=4.5 && <5), mtl, mwc-random (>=0.10), primitive (>=0.6), statistics (>=0.14), transformers (>=0.3), vector (>=0.10) [details] |
License | BSD-3-Clause |
Copyright | 2014-2016 Alp Mestanogullari |
Author | Alp Mestanogullari |
Maintainer | alpmestan@gmail.com |
Category | Math, Statistics |
Home page | http://github.com/alpmestan/probable |
Bug tracker | http://github.com/alpmestan/probable/issues |
Source repo | head: git clone https://github.com/alpmestan/probable.git |
Uploaded | by AlpMestanogullari at 2018-02-11T11:44:34Z |
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- probable-0.1.3.tar.gz [browse] (Cabal source package)
- Package description (as included in the package)
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