Belief Networks
Belief Networks
Belief Networks Links
- A Brief Introduction to Graphical Models and Bayesian Networks Kevin Murphy's tutorial, including a recommended reading list.
- UConn list of Bayesian Network Resources Eugene Santos' lists of belief network research, papers, systems etc.
- Query DAGs: A Practical Paradigm for Implementing Belief-Network Inference Article published in JAIR (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.
- Belief Networks and Variational Methods : Amos Storkey Dynamic Trees are mixtures of tree structured belief networks, and are used as models for image segmentation and tracking.
- 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.
- Qualitative Verbal Explanations in Bayesian Belief Networks Paper about combining probabilistic models and human-intuitive approaches to modeling uncertainty by generating qualitative verbal explanations of reasoning.
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