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Software:
See also:
 Kevin Murphy's list of Bayesian network software   AgenaRisk - Bayesian network, simulation and risk analysis software. Supports exact and approximate inference in hybrid and dynamic networks for decision support, diagnosis, statistical learning and prediction applications. BayesBuilder - A tool for constructing and testing Bayesian networks. BayesiaLab - Bayesian network laboratory producing a broad set of tools for structure learning, analysis, adaptive questionnaires, and dynamic Bayesian networks Bayesian Knowledge Discoverer - Able to learn Bayesian Belief Networks from (possibly incomplete) databases. Algorithm based on the Bound and Collapse estimation method. Bayesian Network Toolbox (BNT) - Kevin Murphy's MATLAB toolbox - supports dynamic BNs, decision networks, many exact and approximate inference algorithms, parameter estimation, and structure learning Bayesian Network tools in Java (BNJ) - 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) Bayesline - 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 Belief Net Power Constructor - System based on Jie Cheng's three-phase belief network construction algorithm. Includes a wizard-like user interface and a belief network construction engine. BNet Desktop Software and Developer Toolkits - BNet.Builder is a belief network software application. BNet.EngineKit provides an embeddable engine. BUGS - Bayesian inference Using Gibbs Sampling - Bayesian analysis of complex statistical models using Markov chain Monte Carlo (MCMC) methods. Charles River Analytics, Inc. - BNet™.Builder is a desktop application for rapidly creating Belief Networks, entering information, and getting results. BNet.EngineKit is a developer toolkit for researchers and engineers to use to embed belief networks in software applications. CleverSet, Inc. - 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. Complex Systems Computation Group (CoSCo) - 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. DecsionQ Bayesian Predictive Analysis Software - A data mining software company that has a fully automated data modeling and predictive analytics package. Ergo - A Bayesian network editor and solver. Windows/Macintosh Genie/Smile - GeNIe is a development environment for building graphical decision-theoretic models running under Windows operating systems. SMILE is its portable inference engine, consisting of a library of C++ classes, currently compiled for Windows, Solaris and Linux. HUGIN EXPERT - Hugin - Developers of the Hugin tool Intel's Open Source Networks Library - PNL is a full function, free, open source, graphical models library released under a BSD style license. JavaBayes - Bayesian networks in Java. Knowledge Industries, Inc. - 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. Lumina Decision Systems - Makers of Analytica, visual software tool for creating, analyzing, and communicating quantitative business models. Microsoft Belief Network Tools - Free Windows software for creation, assessment and evaluation of belief networks. MIM - Windows program for graphical modelling. Norsys Software Corp. - 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. Pulcinella - Tool for propagating uncertainty through local computations based on the general framework of valuation systems proposed by Shenoy and Shafer. RISO - Robert Dodier's open source package for distributed, heterogeneous belief networks in Java - allows different conditional distributions SamIam: Sensitivity Analysis, Modeling, Inference and More - A tool for modeling and reasoning with Bayesian networks, developed in Java by the Automated Reasoning Group of Professor Adnan Darwiche at UCLA. WebWEavr-III - WEBWEAVR-III is a Java application that supports the construction of Bayesian networks, inference in standard and dynamic Bayesian networks and decomposable Markov networks, construction and verification of multiply-sectioned Bayesian networks (MSBNs), inference in multi-agent MSBNs, and learning decomposable Markov networks. XBAIES - Rob Cowell's windows-based system for bayesian network inference and learning. XML Belief Network File Format - Proposed XML standard for describing Bayesian belief networks.Suggested link
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Hazardous waste
Hazardous waste management: information and links on regulations and regulatory compliances, pollution prevention and other waste management topics.
Anything you should know about hazardous products or products that can harm human health or the environment if improperly handled. How to properly use, store, recycling and dispose hazardous waste. Searchable database of hazardous substances and materials, toxics and chemicals products.
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