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  Artificial Intelligence: Machine Learning: Software: Page 4

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Jernigan's Lab

http://ribosome.bb.iastate.edu/software/

Several Gaussian and ANisotropic network models to calculate magnitudes of motion-mean square amplitudes or directions of motion. Written in Fortran. [GPL]

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ITI: Incremental Tree Inducer

http://www.cs.umass.edu/~lrn/iti/index.html

An algorithm that incrementally constructs decision trees from labeled examples. [AFL]

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International Cognitive Computing

http://www.cambo-2010.com/

CAMBO, a multi-Expert System Generator. Artificial Intelligence, Machine Learning, Natural Language Processing, Knowledge Normalization, Knowledge Engineering. This system uses natural language processing to extract natural knowledge base representations from an entity to illustrate how an entity conducts business. Alarms can also be created in the monitor tool. Informatino only.

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HRE API: A Portable Handwriting Recognition Engine

http://playground.sun.com/pub/multimedia/handwriting/hre.html

This engine is a functionally complete interface for handwriting recognition. API was written in ANSI C and has minimal reliance on the Windows system. There is a version ported to Linux. [GPL]

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HMMER: Biosequence Analysis

http://hmmer.janelia.org/

A tool used to build HMMs from multiple alignments and calculate e-scores. [GPL]

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HMM: Pattern search and discovery

http://bioweb.pasteur.fr/seqanal/motif/sam-uk.html

A collection of tools for creating and using HMMs for biological sequences. [AFL]

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Graclus: Efficient Graph Clustering Software

http://www.cs.utexas.edu/users/dml/Software/graclus.html

A fast graph clustering software that computes normalized cut and ratio association for a given undirected graph without any eigenvector computation.

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GMDH Shell: Predictive Data Mining Software

http://www.gmdhshell.com/

Provides GMDH-based machine learning technology for classification, continuous value prediction and time series forecasting. The software uses multi-core processors and HPC Linux clusters. [Commercial]

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General Hidden Markov Model Library

http://sourceforge.net/projects/ghmm

Hidden Markov Models software library from the Center of Applied Informatics, Cologne. Includes algorithms such as Viterbi, Baum-Welch, and Forward-Backward. [GPL]

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GAlib: Matthew's Genetic Algorithms Library

http://lancet.mit.edu/ga/

A toolset of genetic algorithm objects for C++ to perform optimization. Uses any representation and genetic operators. The documentation contains implementation and examples. Nice screenshots. PVM for distributed, parallel implementations. Includes graphic examples that use the Athena, Motif widget sets, or MFC. [BSD]

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Fuzzy machine learning framework

http://www.dmitry-kazakov.de/ada/fuzzy_ml_synopsis.htm

Fuzzy machine learning framework is a library of ADA packages and a GUI front-end based on graph-schemes, intuitionistic fuzzy sets and the possibility theory. Sources can be used on any platform where an Ada 2005 compiler is available. [GPL]

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Fully Complex Machine Learning Algorithm: ELM

http://www.ntu.edu.sg/home/egbhuang/C-ELM.pdf

Treatise on a newly discovered algorithm for feedforward neural network, ELM. Complete performance evaluation along with discussions in PDF format. [Free]

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FastMix

http://www.cs.cmu.edu/~psand/

Generates Gaussian mixture models for large datasets using efficient KD-clustering algorithms. [Free]

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Extreme Learning Machine

http://www3.ntu.edu.sg/home/egbhuang/

generalized Single-hidden Layer Feed forward Networks (SLFNs) and how to build them. Since work as universal approximators with adjustable hidden parameters, all parameters of ELMs can be analytically determined instead of being tuned. Written in Matlab. [GPL]

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Experience-based Language Acquisition

http://sourceforge.net/projects/ebla

Computational model of human language acquisition written in Java; currently acquires a protolanguage of nouns and verbs language based on visual perception. [BSD]

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ELIE: An Adaptive Information Extraction System

http://www.aidanf.net/elie

A tool for adaptive information extraction from text. Also included are a number of other text processing tools for POS tagging, chunking, gazetteer, and stemming. [GPL]

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Designing And Implementing A Neural Network Library For Handwriting Detection, Image Analysis etc.-

http://www.codeproject.com/KB/recipes/brainnet.aspx

A concise explanation of backward propagation neural networks for handwriting analysis. Beginning functions are given for its 'Brain Net' library in VB.Net. [LGPL]

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Debellor

http://www.debellor.org/

Java framework for scalable machine learning and data mining. Processing of massive data made possible through data streaming. [GPL]

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CMU Artificial Intelligence Repository

http://www.cs.cmu.edu/Groups/AI/areas/learning/systems/0.html

The Carnegie Mellon University School of Computer Science select list of a few very good machine learning systems. A list of 4 FTP repository links is also listed for exploring. [GPL]

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Classification Toolbox for MATLAB

http://www.yom-tov.info/toolbox.html

A complete set of algorithms for classification, clustering, feature selection and reduction for Matlab. [Free]

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CHILL: Constructive Heuristics Induction for Language Learning

http://www.cs.utexas.edu/users/ml/chill.html

A general approach to the problem of inducing natural language parsers. It uses an annotated corpus, and produces a parser by using ILP for inducing the rules that control the actions of a shift-reduce parser. [Free]

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