name: levmar version: 0.2.1 cabal-version: >= 1.6 build-type: Simple stability: experimental tested-with: GHC ==6.10.4 author: Roel van Dijk & Bas van Dijk maintainer: vandijk.roel@gmail.com, v.dijk.bas@gmail.com copyright: (c) 2009 Roel van Dijk & Bas van Dijk license: BSD3 license-file: LICENSE category: Numerical, Math synopsis: An implementation of the Levenberg-Marquardt algorithm description: The Levenberg-Marquardt algorithm is an iterative technique that finds a local minimum of a function that is expressed as the sum of squares of nonlinear functions. It has become a standard technique for nonlinear least-squares problems and can be thought of as a combination of steepest descent and the Gauss-Newton method. When the current solution is far from the correct one, the algorithm behaves like a steepest descent method: slow, but guaranteed to converge. When the current solution is close to the correct solution, it becomes a Gauss-Newton method. . Optional box- and linear constraints can be given. Both single and double precision floating point types are supported. . The actual algorithm is implemented in a C library which is bundled with bindings-levmar which this package depends on. See: . . This library consists of two layers: . * LevMar.Intermediate: A medium-level layer that wraps the low-level functions from bindings-levmar to provide a more Haskell friendly interface. . * LevMar: A high-level layer that uses type-level programming to add extra type safety. . Each layer also has special curve-fitting variants: . * LevMar.Intermediate.Fitting . * LevMar.Fitting . Each layer also has special variants that automatically compute the jacobian using automatic differentiation using Conal Elliott's vector-space library: . * LevMar.Intermediate.AD . * LevMar.Intermediate.Fitting.AD . * LevMar.AD . * LevMar.Fitting.AD . Note however that this feature is still very experimental! . All modules are self-contained; i.e. each module re-exports all the things you need to work with it. . For an example how to use this library see Demo.hs which is included in this package. Demo.hs is a Haskell translation of lmdemo.c from the C levmar library. . A note regarding the license: . This library depends on bindings-levmar which is bundled together with a C library which falls under the GPL. Please be aware of this when distributing programs linked with this library. For details see the description and license of bindings-levmar. extra-source-files: Demo.hs source-repository head Type: darcs Location: http://code.haskell.org/levmar library build-depends: base >= 3 && < 4.2 , bindings-levmar >= 0.1.1.1 && < 0.2 , vector-space >= 0.5.7 && < 0.6 , MemoTrie >= 0.4.5 && < 0.5 exposed-modules: LevMar , LevMar.AD , LevMar.Fitting , LevMar.Fitting.AD , LevMar.Intermediate , LevMar.Intermediate.AD , LevMar.Intermediate.Fitting , LevMar.Intermediate.Fitting.AD , TypeLevelNat , SizedList , NFunction other-modules: LevMar.Utils , LevMar.Utils.AD ghc-options: -Wall -O2