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Artificial Intelligence: Belief Networks: Software




Software

Links

MIM

http://www.hypergraph.dk/

Windows program for graphical modelling.

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Lumina Decision Systems

http://www.lumina.com/

Makers of Analytica, visual software tool for creating, analyzing, and communicating quantitative business models.

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Knowledge Industries, Inc.

http://www.kic.com

Builds and licenses diagnostic software based upon Bayesian Belief Networks for medical, industrial and management applications. Software includes editors/compilers, test/review tools and inference engines embeddable in stand-alone and web-based applications.

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Complex Systems Computation Group (CoSCo)

http://www.cs.Helsinki.FI/research/cosco/Projects/NONE/SW/

BAYDA software implements Bayesian predictive discriminant analysis, where the aim is to build a model for predicting the value of one discrete (class, group, category) variable using other variables.

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Pulcinella

http://iridia.ulb.ac.be/pulcinella/Welcome.html

Tool for propagating uncertainty through local computations based on the general framework of valuation systems proposed by Shenoy and Shafer.

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Norsys Software Corp.

http://www.norsys.com/netica.html

Netica is a complete program for working with belief networks and influence diagrams. Feature compiles belief (Bayesian) networks into a junction tree of cliques for fast probabilistic reasoning.

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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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Pronel

http://www.bayesian.net/pronel/index.html

Data mining tool for extracting Bayesian networks from data.

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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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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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RISO

http://riso.sourceforge.net

Robert Dodier's open source package for distributed, heterogeneous belief networks in Java - allows different conditional distributions

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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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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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DecsionQ Bayesian Predictive Analysis Software

http://www.decisionq.com

A data mining software company that has a fully automated data modeling and predictive analytics package.

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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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BayesBuilder

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

A tool for constructing and testing Bayesian networks.

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Category for: Artificial Intelligence: Belief Networks: Software