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Top / Computers / Artificial_Intelligence / Machine_Learning / Software /

MIX: Software for Mixture Distributions
Software for learning mixture distributions. Examples and two case studies are included. [Commercial]
http://icarus.math.mcmaster.ca/peter/mix/mix.html
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Software Packages for Graphical Models/Bayesian Networks
Tools for modeling graphs and Bayesian networks. Scroll down. [AFL], [Commercial]
http://www.ai.mit.edu/~murphyk/Software/bnsoft.html
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The Observable Operator Modeling Kit
Machine learning library for 'observable operator models' (OOMs) suitable for time-series and sequence data classification and prediction. OOMs are similar but more powerful than HMMs. Written in C++ [BSD]
http://omk.sourceforge.net
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General Hidden Markov Model Library
Hidden Markov Models software library from the Center of Applied Informatics, Cologne. Includes algorithms such as Viterbi, Baum-Welch, and Forward-Backward. [GPL]
http://sourceforge.net/projects/ghmm
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libbpfl - A Bayesian Probability Filtering Library
A general purpose library for Bayesian filtering written in C++. [LGPL]
http://libbpfl.sourceforge.net
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Experience-based Language Acquisition
Computational model of human language acquisition written in Java; currently acquires a protolanguage of nouns and verbs language based on visual perception. [BSD]
http://sourceforge.net/projects/ebla
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NSP: N-gram Statistics Package
Software for counting and analyzing word n-grams in text. This package provides standard tests of association for identifying word n-grams in large corpora and allows users to implement other tests with minimal scripting knowledge. Written in Perl. [G
http://www.d.umn.edu/~tpederse/nsp.html
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TIMBL: Tilburg Memory Based Learner
A program implementing several memory-based learning techniques. These learners store representation of the training set explicitly, and classifies new cases by extrapolation from the most similar stored cases. [AFL]
http://ilk.uvt.nl/software.html
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BETSY: A Bayesian Essay Test Scoring System
A windows-based program that classifies text based on trained material. Designed for automated essay scoring, BETSY can be applied to any text classification task. [GPL]
http://edres.org/betsy
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C4.5 and FOIL
The home page of R. Quinlan with FTP links to FOIL (inductive logic programming) and C4.5 (learning decision trees). [LGPL]
http://www.rulequest.com/Personal/
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