[PDF.00lq] Bayesian Reinforcement Learning: A Survey (Foundations and Trends(r) in Machine Learning)

Bayesian Reinforcement Learning: A Survey (Foundations and Trends(r) in Machine Learning)

[PDF.yz62] Bayesian Reinforcement Learning: A Survey (Foundations and Trends(r) in Machine Learning)

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 | #6911835 in Books |  2015-11-18 | Original language:English | PDF # 1 |  9.21 x.31 x6.14l,.47 | File type: PDF | 146 pages

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Bayesian methods for machine learning have been widely investigated, yielding principled methods for incorporating prior information into inference algorithms. This monograph provides the reader with an in-depth review of the role of Bayesian methods for the reinforcement learning (RL) paradigm. The major incentives for incorporating Bayesian reasoning in RL are that it provides an elegant approach to action-selection (exploration/exploitation) as a function of the uncer...

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