Browsing Computer Science by Subject "Bayesian Networks"
Now showing items 1-2 of 2
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On the Relationship between Sum-Product Networks and Bayesian Networks
(University of Waterloo, 2015-06-08)Sum-Product Networks (SPNs), which are probabilistic inference machines, have attracted a lot of interests in recent years. They have a wide range of applications, including but not limited to activity modeling, language ... -
Policy Explanation and Model Refinement in Decision-Theoretic Planning
(University of Waterloo, 2013-08-30)Decision-theoretic systems, such as Markov Decision Processes (MDPs), are used for sequential decision-making under uncertainty. MDPs provide a generic framework that can be applied in various domains to compute optimal ...