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Artificial Intelligence: Machine Learning: Software: Page 3


 

Software

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N-gram Statistics Package (NSP)

http://www.d.umn.edu/~tpederse/nsp.html

Suite of Perl tools for counting and analyzing word n-grams in text; provides standard tests of association for identifying word n-grams in large corpora and allows users to implement other tests with minimal Perl knowledge.

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Observable Operator Modeling Kit

http://omk.sourceforge.net

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. [C++, BSD license]

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Pattern Recognition Application Programmer's Interface (PRAPI)

http://www.ee.oulu.fi/~topiolli/?section=cpplibs

A C++ library for many pattern recognition tasks; main focus is on image analysis, but a general architecture and XML-based data interchange format allows it to be used for many other tasks as well.

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Pfam

http://pfam.wustl.edu/

A large collection of multiple sequence alignments and trained hidden Markov models covering many common protein domains.

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Sequence Alignment and Modeling System (SAM)

http://www.cse.ucsc.edu/research/compbio/sam.html

A collection of tools for creating and using HMMs for biological sequences. Free license for academic and nonprofit usages.

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Software Packages for Graphical Models/Bayesian Networks

http://www.ai.mit.edu/~murphyk/Software/bnsoft.html

Directory of software tools for modeling graphs and Bayesian networks. Some have learning capabilities.

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SUBDUE Knowledge Discovery in Structural Databases

http://cygnus.uta.edu/subdue/

The program discovers interesting and repetitive subgraphs in a labeled graph representation using the minimum description length principle. Applications to molecular biology. [Free]

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The Bow Toolkit

http://www.cs.cmu.edu/~mccallum/bow/

A library of C code useful for writing statistical text analysis, language modeling and information retrieval programs. The current distribution includes the library, as well as front-ends for document classification (rainbow), document retrieval (arrow) and document clustering (crossbow). [Free]

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Category for: Artificial Intelligence: Machine Learning: Software: Page 3