briefing document to facilitate understanding Bayesian statistics. The statistical theory developed by Thomas Bayes enables analysis of conditional and marginal probabilities. Bayesian statistics enables logical inference
- Keywords:
- Bayes, Bayesian probability, Bayesian theory, Bayesian logic, Bayes statistics, Bayes probability, Bayes logic, Bayesean, theorem, false positives, spam filter, false negatives, statistical inference, prior, subjectivity, estimation, induction, distribution
http://www.abelard.org/briefings/bayes.htm
Web site for the Association for Uncertainty in Artificial Intelligence
- Keywords:
- AI, Artificial Intelligence, Bayesian, uncertainty, and, intelligent, systems, uncertainty, probabilistic inference, decision, making, under, uncertainty
http://www.auai.org/
Tutorial: Introduction to Belief Networks. A simple illustrated tutorial on belief networks (or Bayesian networks), with links and references for further reading. This tutorial focusses on the introductory issues of design of Bayes nets, inference in belief nets, and learning belief network parameters.
- Keywords:
- Bayesian networks, belief networks, belief network, Bayes nets, Bayes networks, Bayesian belief networks, graphical models, tutorial, introduction, dynamic trees, variational, mean field, belief propagation, belief nets, tutorial, on, belief, networks, introduction, to, Bayes, nets, learning, inference, examples, practical, probability models, Storkey, Amos Storkey.
http://www.anc.ed.ac.uk/~amos/belief.html
DAGS - Daphne Koller's Research Group working on Probabilistic Reasoning with Bayesian Networks, Markov Decision Processes and Probabilistic Relational Models.
- Keywords:
- research, probability, bayesain network, markov decision processes, probablilistic relational models, research, probability, bayesain network, markov decision processes, probablilistic relational models
http://dags.stanford.edu
Query DAGs: A Practical Paradigm for Implementing Belief-Network Inference
http://www.cs.cmu.edu/afs/cs/project/jair/pub/volume6/darwiche97a-html/jair-f.html
- Keywords:
- Bayesian Networks, Bayes Theorem, predictive modelling, moelling, probability, inferential statistics, computer science, artificial intelligence
http://www.niedermayer.ca/papers/bayesian/
- Keywords:
- bayesian, bayesian robotics, probabilistic reasoning, genetic algoritms, perception, inference, action
http://www-laplace.imag.fr
http://www.sis.pitt.edu/~dsl/
http://beliefrevision.org
http://b-course.cs.helsinki.fi
http://www.cs.berkeley.edu/~murphyk/Bayes/bayes.html
http://www.pitt.edu/~druzdzel/abstracts/aisb.html
http://www.cs.huji.ac.il/labs/compbio/Repository/
http://www.cs.huji.ac.il/~nirf/Nips01-Tutorial/
http://excalibur.brc.uconn.edu/~baynet/
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