Belief Networks Artificial Intelligence Computers
A survey and tutorial by Daryle Niedermayer - covers material on Bayesian inference in general and selected industrial applications of graphical models
Top: Computers: Artificial Intelligence: Belief Networks
See Also:
- Top/Science/Math/Probability
- Top/Computers/Artificial Intelligence/Neural Networks
- Top/Science/Math/Statistics/Bayesian Analysis
Editor's Picks:
A Brief Introduction to Graphical Models and Bayesian Networks
- Kevin Murphy's tutorial, including a recommended reading list.- Learning Bayesian Networks from Data - Slides and additional notes from a tutorial by Nir Friedman belief networks and Daphne Koller on automated learning of belief networks, given belief networks at the Neural Information Processing Systems (NIPS-2001) conference
- An Introduction to Bayesian Networks and Their Contemporary Applications - A survey and tutorial by Daryle Niedermayer - covers material on Bayesian inference in general and selected industrial applications of graphical models
- Qualitative Verbal Explanations in Bayesian Belief Networks - Paper about combining probabilistic models and human-intuitive approaches artificial intelligence to computers modeling uncertainty by generating qualitative verbal explanations artificial intelligence of reasoning.
- Query DAGs: A Practical Paradigm for Implementing Belief-Network Inference - Article published in JAIR (Journal of AI Research) about a artificial intelligence way to implement belief networks by compiling networks into arithmetic artificial intelligence expressions and then answering queries using an evaluation algorithm.
- Belief Networks and Variational Methods : Amos Storkey - Dynamic Trees are mixtures of tree structured belief computers networks, and computers are used as models for image computers segmentation and tracking.
- Decision Systems Lab (DSL) - Research group at the University of Pittsburgh with links to books and software on probabilistic, decision-theoretic, and econometric graphical models
- Cause, chance and Bayesian statistics - Briefing document with a short survey of Bayesian computers statistics
- Association for Uncertainty in Artificial Intelligence - Main association for belief network researchers. Runs the annual Uncertainty in Artificial Intelligence (UAI) conferences, and the UAI mailing list.
- B-Course - Dependence and classification modeling - A free, interactive tutorial on Bayesian modeling, in belief networks particular artificial intelligence dependence and classification modeling.
- Belief Revision - Software, publications, teaching material, and news on belief belief networks revision artificial intelligence - from the Business and Technology Research belief networks Laboratory at artificial intelligence the University of Newcastle, Australia
- Bayesian Network Repository - Maintained by Gal Elidan - over a dozen belief networks publicly available networks with documentation, in several popular belief networks interchange formats
- Daphne's Approximate Group of Students (DAGS) - Daphne Koller\\'s research group on probabilistic representation, reasoning, computers and learning belief networks at Stanford University
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