幾種不同語言版本的HMM實現

C語言版:

1、 HTK(Hidden Markov Model Toolkit):

        HTK是英國劍橋大學開發的一套基於C語言的隱馬爾科夫模型工具箱,主要應用於語音識別、語音合成的研究,也被用在其他領域,如字符識別和DNA排序等。HTK是重量級的HMM版本。
        HTK主頁:http://htk.eng.cam.ac.uk/

2、 GHMM Library:

        The General Hidden Markov Model library (GHMM) is a freely available LGPL-ed C library implementing efficient data structures and algorithms for basic and extended HMMs.

        GHMM主頁:http://www.ghmm.org/

3、 UMDHMM(Hidden Markov Model Toolkit):

        Hidden Markov Model (HMM) Software: Implementation of Forward-Backward, Viterbi, and Baum-Welch algorithms.

        這款屬於輕量級的C語言HMM版本。

        UMDHMM主頁:http://www.kanungo.com/software/software.html

C++版:

        1、http://www.cs.ualberta.ca/~lindek/hmm.htm

        2、http://www.shokhirev.com/nikolai/abc/alg/hmm/hmm.html

        以上兩個是C++版本的,但是實現的是離散型的HMM。

Java版:

        Jahmm Java Library (general-purpose Java library):

        Jahmm (pronounced “jam”), is a Java implementation of Hidden Markov Model (HMM) related algorithms. It’s been designed to be easy to use (e.g. simple things are simple to program) and general purpose.

        Jahmm主頁:http://code.google.com/p/jahmm/

Python版:

        http://www.biocomp.unibo.it/piero/PHMM/

Malab版:

        Hidden Markov Model (HMM) Toolbox for Matlab:

        This toolbox supports inference and learning for HMMs with discrete outputs (dhmm’s), Gaussian outputs (ghmm’s), or mixtures of Gaussians output (mhmm’s).

        Matlab-HMM主頁:http://www.cs.ubc.ca/~murphyk/Software/HMM/hmm.html

Common Lisp版:

        CL-HMM Library (HMM Library for Common Lisp):

        Simple Hidden Markov Model library for ANSI Common Lisp. Main structures and basic algorithms implemented. Performance speed comparable to C code. It’s licensed under LGPL.

        CL-HMM主頁:http://www.ashrentum.net/jmcejuela/programs/cl-hmm/

Haskell版:

        The hmm package (A Haskell library for working with Hidden Markov Models):
        A simple library for working with Hidden Markov Models. Should be usable even by people who are not familiar with HMMs. Includes implementations of Viterbi’s algorithm and the forward algorithm.
        Haskell-HMM主頁:http://hackage.haskell.org/cgi-bin/hackage-scripts/package/hmm
        注:Haskell是一種純函數式編程語言,它的命名源自美國數學家Haskell Brooks Curry,他在數學邏輯方面上的工作使得函數式編程語言有了廣泛的基礎。

CDHMM C++版:

        連續HMM的C++實現:http://download.csdn.net/detail/luxiaoxun/4417043

        注:這是網上找的,裏面實現有個連續的HMM-GMM的實現,代碼寫的很好,有些地方需要根據自己的需求改動。


參考:http://www.52nlp.cn/several-different-programming-language-version-of-hmm

發表評論
所有評論
還沒有人評論,想成為第一個評論的人麼? 請在上方評論欄輸入並且點擊發布.
相關文章