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Artificial Intelligence: Belief Networks: Software


 

Software

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BayesBuilder

http://www.snn.ru.nl/nijmegen/index.php3?page=31

A tool for constructing and testing Bayesian networks.

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BayesiaLab

http://www.bayesia.com

Bayesian network laboratory producing a broad set of tools for structure learning, analysis, adaptive questionnaires, and dynamic Bayesian networks

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Bayesian Belief and Decision Networks Applet

http://www.cs.ubc.ca/labs/lci/CIspace/version2/bayes.html

CISpace tools for learning about belief networks: a set of Java applets and example networks.

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Bayesian Knowledge Discoverer

http://kmi.open.ac.uk/projects/bkd/

Able to learn Bayesian Belief Networks from (possibly incomplete) databases. Algorithm based on the Bound and Collapse estimation method.

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Bayesian Network Toolbox (BNT)

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

Kevin Murphy's MATLAB toolbox - supports dynamic BNs, decision networks, many exact and approximate inference algorithms, parameter estimation, and structure learning

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Bayesian Network tools in Java (BNJ)

http://bnj.sourceforge.net

Open-source suite of software tools for research and development using graphical models of probability, published by Kansas State University Laboratory for Knowledge Discovery in Databases (KDD)

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Bayesline

http://bayesline.sourceforge.net

Very generic and free (LGPL) Belief Network Framework in C++ - supports a broad range of knowledge and dependency types for network variables and clusters of variables

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Belief Net Power Constructor

http://www.cs.ualberta.ca/~jcheng/bnpc.htm

System based on Jie Cheng's three-phase belief network construction algorithm. Includes a wizard-like user interface and a belief network construction engine.

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BUGS - Bayesian inference Using Gibbs Sampling

http://www.mrc-bsu.cam.ac.uk/bugs/

Bayesian analysis of complex statistical models using Markov chain Monte Carlo (MCMC) methods.

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CleverSet, Inc.

http://www.cleverset.com

Develops and exploits proprietary Relational Bayesian Modeling (RBM) technology and applications that provide real-time, actionable results from large amounts of dynamic, multi-faceted, ambiguous information.

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Category for: Artificial Intelligence: Belief Networks: Software


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