Learning Bayesian Networks from Data - Slides and additional notes from a tutorial by Nir Friedman and Daphne Koller on automated learning of belief networks, given at the Neural Information Processing Systems (NIPS-2001) conference


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Learning Bayesian Networks from Data	Popularity: Hit: 131 \| Visit: 3

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	Slides and additional notes from a tutorial by Nir Friedman and Daphne Koller on automated learning of belief networks, given at the Neural Information Processing Systems (NIPS-2001) conference
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Description:	Computers, Artificial Intelligence, Belief Networks - Learning Bayesian Networks from Data. Slides and additional notes from a tutorial by Nir Friedman and Daphne Koller on automated learning of belief networks, given at the Neural Information Processing Systems (NIPS-2001) conference
Specialized in:

Association for Uncertainty in Artificial Intelligence (Popularity:

): Main association for belief network researchers. Runs the annual Uncertainty in Artificial Intelligence (UAI) conferences, and the UAI mailing list.
Qualitative Verbal Explanations in Bayesian Belief Networks (Popularity:

): Paper about combining probabilistic models and human-intuitive approaches to modeling uncertainty by generating qualitative verbal explanations of reasoning.
Query DAGs: A Practical Paradigm for Implementing Belief-Network Inference (Popularity:

): Article published in JAIR (Journal of AI Research) about a way to implement belief networks by compiling networks into arithmetic ...
Belief Networks and Variational Methods : Amos Storkey (Popularity:

): Dynamic Trees are mixtures of tree structured belief networks, and are used as models for image segmentation and tracking.
A Brief Introduction to Graphical Models and Bayesian Networks (Popularity:

): Kevin Murphy's tutorial, including a recommended reading list.
B-Course - Dependence and classification modeling (Popularity:

): A free, interactive tutorial on Bayesian modeling, in particular dependence and classification modeling.
Cause, chance and Bayesian statistics (Popularity:

): Briefing document with a short survey of Bayesian statistics
Belief Revision (Popularity:

): Software, publications, teaching material, and news on belief revision - from the Business and Technology Research Laboratory at the University ...
Daphne's Approximate Group of Students (DAGS) (Popularity:

): Daphne Koller's research group on probabilistic representation, reasoning, and learning at Stanford University
Bayesian Network Repository (Popularity:

): Maintained by Gal Elidan - over a dozen publicly available networks with documentation, in several popular interchange formats

Popular Sites

Bayesian Network Repository (Popularity:

): Maintained by Gal Elidan - over a dozen publicly available networks with documentation, in several popular interchange formats
A Brief Introduction to Graphical Models and Bayesian Networks (Popularity:

): Kevin Murphy's tutorial, including a recommended reading list.
B-Course - Dependence and classification modeling (Popularity:

): A free, interactive tutorial on Bayesian modeling, in particular dependence and classification modeling.
Association for Uncertainty in Artificial Intelligence (Popularity:

): Main association for belief network researchers. Runs the annual Uncertainty in Artificial Intelligence (UAI) conferences, and the UAI mailing list.
Cause, chance and Bayesian statistics (Popularity:

): Briefing document with a short survey of Bayesian statistics

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