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Belief Networks: Bayesian networks are used to show and calculate the effects of pieces of knowledge on each other. They are strongly related to expert systems - but use probability theory to calculate those effects and can therefore easily deal with problems like uncertainty and missing data. Computers Artificial Intelligence Belief Networks:
 English Science Math Statistics: Bayesian Analysis English Computers Artificial Intelligence: Neural Networks English Science Math: Probability A Brief Introduction to Graphical Models and Bayesian NetworksComputers: A Brief, Artificial Intelligence Belief Networks Kevin Murphy's tutorial Introduction to Graphical Models and Bayesian Networks including a recommended reading list. Qualitative Verbal Explanations in Bayesian Belief NetworksComputers: Qualitative, Artificial Intelligence Belief Networks Paper about combining probabilistic models and human-intuitive approaches to modeling uncertainty by generating qualitative verbal explanations of reasoning Verbal Explanations in Bayesian Belief Networks . An Introduction to Bayesian Networks and Their Contemporary ApplicationsComputers: An Introduction, Artificial Intelligence Belief Networks A survey and tutorial by Daryle Niedermayer - covers material on Bayesian inference in general and selected industrial applications of graphical models to Bayesian Networks and Their Contemporary Applications Learning Bayesian Networks from Data - Belief NetworksComputers: Learning, Artificial Intelligence Belief Networks Slides and additional notes from a tutorial by Nir Friedman and Daphne Koller on automated learning of belief networks Bayesian Networks from Data Belief Networks given at the Neural Information Processing Systems ,NIPS-2001, conference. Association for Uncertainty in Artificial Intelligence - Belief NetworksComputers: Association, Artificial Intelligence Belief Networks Main association for belief network researchers for Uncertainty in Artificial Intelligence Belief Networks Runs the annual Uncertainty in Artificial Intelligence ,UAI, conferences, and the UAI mailing list. UConn list of Bayesian Network Resources - Belief NetworksComputers: UConn, Artificial Intelligence Belief Networks Eugene Santos' lists of belief network research list of Bayesian Network Resources Belief Networks papers, and systems. B-Course - Dependence and classification modeling - Belief NetworksComputers: B-Course, Artificial Intelligence Belief Networks A free Dependence and classification modeling Belief Networks interactive tutorial on Bayesian modeling, in particular dependence and classification modeling. Belief RevisionComputers: Belief, Artificial Intelligence Belief Networks Software Revision publications, teaching material, and news on belief revision - from the Business and Technology Research Laboratory at the University of Newcastle, Australia. Belief Networks and Variational Methods : Amos StorkeyComputers: Belief, Artificial Intelligence Belief Networks Dynamic Trees are mixtures of tree structured belief networks Networks and Variational Methods : Amos Storkey and are used as models for image segmentation and tracking. Bayesian Network RepositoryComputers: Bayesian, Artificial Intelligence Belief Networks Maintained by Gal Elidan - over a dozen publicly available networks with documentation Network Repository in several popular interchange formats. Decision Systems Lab (DSL) - Belief NetworksComputers: Decision, Artificial Intelligence Belief Networks Research group at the University of Pittsburgh with links to books and software on probabilistic Systems Lab (DSL) Belief Networks decision-theoretic, and econometric graphical models. Cause, chance and Bayesian statistics - Belief NetworksComputers: Cause, Artificial Intelligence Belief Networks Briefing document with a short survey of Bayesian statistics chance and Bayesian statistics Belief Networks Daphne's Approximate Group of Students (DAGS)Computers: Daphne's, Artificial Intelligence Belief Networks Daphne Koller's research group on probabilistic representation Approximate Group of Students (DAGS) reasoning, and learning at Stanford University. Query DAGs: A Practical Paradigm for Implementing Belief-Network Inference - Belief NetworksComputers: Query, Artificial Intelligence Belief Networks Article published in JAIR DAGs: A Practical Paradigm for Implementing BeliefNetwork Inference Belief Networks Journal of AI Research, about a way to implement belief networks by compiling networks into arithmetic expressions and then answering queries using an evaluation algorithm. LAPLACE Group - Bayesian Models for Perception, Inference and Action - Belief NetworksComputers: LAPLACE, Artificial Intelligence Belief Networks Probabilistic reasoning and genetic algorithms for perception Group Bayesian Models for Perception, Inference and Action Belief Networks inference and action: Bayesian cognitive and brain models, software for robotics, probabilistic inference engine. Special Track on Uncertainty, FLAIRS 2001Computers: Special, Artificial Intelligence Belief Networks · May 21-23 2001 Track on Uncertainty, FLAIRS 2001 Key West, Florida. FLAIRS seeks to bring together researchers working on issues related to reasoning under uncertainty. Uncertainty in Artificial Intelligence (UAI) - Belief NetworksComputers: Uncertainty, Artificial Intelligence Belief Networks · Main conference for Belief Networks in Artificial Intelligence (UAI) Belief Networks . Connectionists - Belief NetworksComputers: Connectionists, Artificial Intelligence Belief Networks · Moderated mailing list for discussion of technical issues and dissemination of information pertaining to neural computations Belief Networks Membership is restricted to students and faculty members. Sumeet's neural networks listing - Belief NetworksComputers: Sumeet's, Artificial Intelligence Belief Networks · Includes related fields like genetic algorithms neural networks listing Belief Networks fuzzy logic, adaptive computing and complex systems and descriptions of each site. ProbSyComputers: ProbSy, Artificial Intelligence Belief Networks · probability calculation tool for bridge players ProbSy DINA (Danish Information Network in the Agricultural Sciences - Belief NetworksComputers: DINA, Artificial Intelligence Belief Networks · Using belief networks for crop prediction (Danish Information Network in the Agricultural Sciences Belief Networks . DEALComputers: DEAL, Artificial Intelligence Belief Networks · Open source package for the technical computing language R DEAL developed by Aalborg University and Novo Nordisk A/S - analysis and structure learning of Bayesian networks with discrete and/or continuous variables. BayesiaLabComputers: BayesiaLab, Artificial Intelligence Belief Networks · Bayesian network laboratory producing a broad set of tools for structure learning BayesiaLab analysis, adaptive questionnaires, and dynamic Bayesian networks. BotSpot - Belief NetworksComputers Artificial Intelligence - Including intelligent agents Belief Networks data mining, knowledge discovery, artificial intelligence. Biweekly newsletter available. Adaptive Automation ResourcesComputers Artificial Intelligence - This site organizes information that a broad audience should find understandable and useful within the problem solving technology continuum of advanced heuristic methods Automation Resources You will find FAQs, Newsgroups, Software, Books, Electronic Journals, & Hot Lists. List of AI-related FAQsComputers Artificial Intelligence - AI-related FAQs of AIrelated FAQs AI from TAU - Belief NetworksComputers Artificial Intelligence - Extensive Artificial Intelligence links index from Tel-Aviv University TAU Belief Networks Israel. Created & maintained by Yossi Mamroud, TAU's Philosophy Department. Premis:e.org - AI LinksComputers Artificial Intelligence - Premise AI Links org, an artificial intelligence link site with examples. | |||||||||
