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Computer Science CPSC 502 Uncertainty Probability and Bayesian Networks (Ch. 6)

Computer Science CPSC 502 Uncertainty Probability and Bayesian Networks (Ch. 6)

Computer Science CPSC 502 Uncertainty Probability and Bayesian Networks (Ch. 6). Outline. Uncertainty and Probability Marginal and Conditional Independence Bayesian networks. Where are we?. Representation. Reasoning Technique. Stochastic. Deterministic. Environment. Problem Type.

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1.24k views • 101 slides
Computer Science CPSC 502 Lecture 11 Probability and Time (Ch. 6.5)

Computer Science CPSC 502 Lecture 11 Probability and Time (Ch. 6.5)

Computer Science CPSC 502 Lecture 11 Probability and Time (Ch. 6.5). Where are we?. Representation. Reasoning Technique. Stochastic. Deterministic. Environment. Problem Type. Arc Consistency. Constraint Satisfaction. Vars + Constraints. Search. Static. Belief Nets.

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983 views • 83 slides
Computer Science CPSC 502 Lecture 14 Markov Decision Processes (Ch. 9, up to 9.5.3)

Computer Science CPSC 502 Lecture 14 Markov Decision Processes (Ch. 9, up to 9.5.3)

Computer Science CPSC 502 Lecture 14 Markov Decision Processes (Ch. 9, up to 9.5.3). Combining ideas for Stochastic planning. What is a key limitation of decision networks? What is an advantage of Markov models?. Represent (and optimize) only a fixed number of decisions.

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650 views • 52 slides
Computer Science CPSC 322 Lecture 28 Uncertainty and Probability (Ch. 6.1, 6.1.1, 6.1.3)

Computer Science CPSC 322 Lecture 28 Uncertainty and Probability (Ch. 6.1, 6.1.1, 6.1.3)

Computer Science CPSC 322 Lecture 28 Uncertainty and Probability (Ch. 6.1, 6.1.1, 6.1.3). Lecture Overview. Recap of Lecture 27 Logic Wrap-Up Intro to Reasoning Under Uncertainty Motivation Introduction to Probability Random Variables and Possible World Semantics

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558 views • 39 slides

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