Directory: Top/Computers/Artificial_Intelligence/Machine

Top / Computers / Artificial_Intelligence / Machine_Learning / Software /

ArrayMiner - ClassMarker
Programmatically isolate similarities between scattered classes of genes. Expression driven. Utilizes a voting method along with a k-Nearest-Neighbors classification. Very rich graphical interface. Samples of an unknown class are possible given enough
http://www.optimaldesign.com/ArrayMiner/ClassMarker.htm
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UMDHMM and other statistical programs
This tool implements Hidden Markov Models and application to part-of-speech tagging. Also available; a multivariate hypothesis testing software for gaussian data, and a groundtruth/metadata editing and visualizing toolkit for OCR. [GPL]
http://www.kanungo.com/software/software.html
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BNet EngineKit
A developer toolkit for researchers and engineers to embed belief networks in software applications. Nice online demo. [Commercial]
http://www.cra.com/commercial-products-services/bnet-engine-kit.asp
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Pfam: Database of Protein Families and HMMs
A large collection of multiple sequence alignments and trained hidden Markov models covering many common protein domains. Alignments are included as well as models for 8296 protein families, based on the Swissprot 48.9 and SP-TrEMBL 31.9 protein sequenc
http://pfam.janelia.org/
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Fully Complex Machine Learning Algorithm: ELM
Treatise on a newly discovered algorithm for feedforward neural network, ELM. Complete performance evaluation along with discussions in PDF format. [Free]
http://www.ntu.edu.sg/home/egbhuang/C-ELM.pdf
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Machine Learning Repository
Machine language tools including inductive systems (i.e. ILP and others), and other ML related links.
http://scalab.uc3m.es/~dborrajo/ml-systems/
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Machine Learning and Inference Laboratory
Downloadable group of programs comprising the EMERALD machine learning system, (Experimental Machine Example-based Reasoning and Learning Disciple) integrates five modules (e.g. or 'robots'), each displaying a capability for machine learning, visualiz
http://www.mli.gmu.edu/msoftware.html
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Self-Taught: Software That Learns By Doing
Short article on self-modifying software touching on co-training, partial-programming, and genetic programming (GP) methods of problem solving. [FREE]
http://www.computerworld.com/softwaretopics/software/story/0,10801,108320,00.html
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LibML
A machine learning library. New implementations of various machine learning algorithms. [GPL]
http://savannah.nongnu.org/projects/libml/
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SUBDUE: Graph Based Knowledge Discovery
A program which discovers interesting and repetitive subgraphs in labeled graph representations using the minimum description length principle. Includes applications to molecular biology. [Free]
http://ailab.wsu.edu/subdue/
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