maxent-0.4.0.0: maxent.cabal
-- Initial maxent.cabal generated by cabal init. For further
-- documentation, see http://haskell.org/cabal/users-guide/
-- The name of the package.
name: maxent
-- The package version. See the Haskell package versioning policy (PVP)
-- for standards guiding when and how versions should be incremented.
-- http://www.haskell.org/haskellwiki/Package_versioning_policy
-- PVP summary: +-+------- breaking API changes
-- | | +----- non-breaking API additions
-- | | | +--- code changes with no API change
version: 0.4.0.0
-- A short (one-line) description of the package.
synopsis: Compute Maximum Entropy Distributions
-- A longer description of the package.
description:
The maximum entropy method, or MAXENT, is variational approach for computing probability
distributions given a list of moment, or expected value, constraints.
.
Here are some links for background info.
.
A good overview of applications:
<http://cmm.cit.nih.gov/maxent/letsgo.html>
.
On the idea of maximum entropy in general:
<http://en.wikipedia.org/wiki/Principle_of_maximum_entropy>
.
Use this package to compute discrete maximum entropy distributions over a list of values and
list of constraints.
.
Here is a the example from Probability the Logic of Science
.
>>> maxent ([1,2,3], [average 1.5])
Right [0.61, 0.26, 0.11]
.
The classic dice example
.
>>> maxent ([1,2,3,4,5,6], [average 4.5])
Right [.05, .07, 0.11, 0.16, 0.23, 0.34]
.
One can use different constraints besides the average value there.
.
As for why you want to maximize the entropy to find the probability constraint,
I will say this for now. In the case of the average constraint
it is a kin to choosing a integer partition with the most interger compositions.
I doubt that makes any sense, but I will try to explain more with a blog post soon.
-- URL for the project homepage or repository.
homepage: https://github.com/jfischoff/maxent
-- The license under which the package is released.
license: BSD3
-- The file containing the license text.
license-file: LICENSE
-- The package author(s).
author: Jonathan Fischoff
-- An email address to which users can send suggestions, bug reports, and
-- patches.
maintainer: jonathangfischoff@gmail.com
-- A copyright notice.
-- copyright:
category: Math
build-type: Simple
-- Constraint on the version of Cabal needed to build this package.
cabal-version: >=1.12
library
-- Modules exported by the library.
exposed-modules: Numeric.MaxEnt
-- Modules included in this library but not exported.
other-modules: Numeric.MaxEnt.Internal, Numeric.MaxEnt.Linear, Numeric.MaxEnt.ConjugateGradient
-- Other library packages from which modules are imported.
build-depends: base ==4.6.*,
nonlinear-optimization ==0.3.*,
vector ==0.10.*,
ad ==3.4.*
-- Directories containing source files.
hs-source-dirs: src
default-language: Haskell2010
Test-Suite tests
hs-source-dirs: src, tests
type: exitcode-stdio-1.0
main-is: Main.hs
build-depends: base ==4.6.*,
nonlinear-optimization ==0.3.*,
vector ==0.10.*,
ad ==3.4.*,
hmatrix ==0.14.*,
QuickCheck == 2.5.*,
test-framework-quickcheck2 ==0.3.*,
test-framework-quickcheck2 ==0.3.*,
test-framework-hunit ==0.3.*,
test-framework == 0.8.*
default-language: Haskell2010