Cause, chance and Bayesian statistics - Briefing document with a short survey of Bayesian statistics


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06 September, 2008

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Cause, chance and Bayesian statistics	Popularity: Hit: 138 \| Visit: 9

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	Briefing document with a short survey of Bayesian statistics
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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.
Learning Bayesian Networks from Data (Popularity:

): Slides and additional notes from a tutorial by Nir Friedman and Daphne Koller on automated learning of belief networks, given ...
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