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|
{-# LANGUAGE DeriveDataTypeable #-}
-- |
-- Module : Statistics.Distribution.Geometric
-- Copyright : (c) 2009 Bryan O'Sullivan
-- License : BSD3
--
-- Maintainer : bos@serpentine.com
-- Stability : experimental
-- Portability : portable
--
-- The Geometric distribution. This is the probability distribution of
-- the number of Bernoulli trials needed to get one success, supported
-- on the set [1,2..].
--
-- This distribution is sometimes referred to as the /shifted/
-- geometric distribution, to distinguish it from a variant measuring
-- the number of failures before the first success, defined over the
-- set [0,1..].
module Statistics.Distribution.Geometric
(
GeometricDistribution
-- * Constructors
, fromSuccess
-- ** Accessors
, pdSuccess
) where
import Control.Exception (assert)
import Data.Typeable (Typeable)
import qualified Statistics.Distribution as D
newtype GeometricDistribution = GD {
pdSuccess :: Double
} deriving (Eq, Read, Show, Typeable)
instance D.Distribution GeometricDistribution where
density = density
cumulative = cumulative
quantile = quantile
instance D.Variance GeometricDistribution where
variance (GD s) = (1 - s) / (s * s)
{-# INLINE variance #-}
instance D.Mean GeometricDistribution where
mean (GD s) = 1 / s
{-# INLINE mean #-}
fromSuccess :: Double -> GeometricDistribution
fromSuccess x = assert (x >= 0 && x <= 1)
GD x
{-# INLINE fromSuccess #-}
density :: GeometricDistribution -> Double -> Double
density (GD s) x = s * (1-s) ** (x-1)
{-# INLINE density #-}
cumulative :: GeometricDistribution -> Double -> Double
cumulative (GD s) x = 1 - (1-s) ** x
{-# INLINE cumulative #-}
quantile :: GeometricDistribution -> Double -> Double
quantile (GD s) p = log (1 - p) / log (1 - s)
{-# INLINE quantile #-}
|
