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    Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning) (Hardback) By (author) Richard S. Sutton, By (author) Andrew G. Barto

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    DescriptionReinforcement learning, one of the most active research areas in artificial intelligence, is a computational approach to learning whereby an agent tries to maximize the total amount of reward it receives when interacting with a complex, uncertain environment. In Reinforcement Learning, Richard Sutton and Andrew Barto provide a clear and simple account of the key ideas and algorithms of reinforcement learning. Their discussion ranges from the history of the field's intellectual foundations to the most recent developments and applications. The only necessary mathematical background is familiarity with elementary concepts of probability. The book is divided into three parts. Part I defines the reinforcement learning problem in terms of Markov decision processes. Part II provides basic solution methods: dynamic programming, Monte Carlo methods, and temporal-difference learning. Part III presents a unified view of the solution methods and incorporates artificial neural networks, eligibility traces, and planning; the two final chapters present case studies and consider the future of reinforcement learning.


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  • Full bibliographic data for Reinforcement Learning

    Title
    Reinforcement Learning
    Subtitle
    An Introduction
    Authors and contributors
    By (author) Richard S. Sutton, By (author) Andrew G. Barto
    Physical properties
    Format: Hardback
    Number of pages: 342
    Width: 182 mm
    Height: 232 mm
    Thickness: 30 mm
    Weight: 798 g
    Language
    English
    ISBN
    ISBN 13: 9780262193986
    ISBN 10: 0262193981
    Classifications

    BIC E4L: COM
    Nielsen BookScan Product Class 3: S10.2
    B&T Book Type: NF
    B&T Modifier: Region of Publication: 01
    B&T Modifier: Academic Level: 01
    B&T General Subject: 710
    Warengruppen-Systematik des deutschen Buchhandels: 16320
    B&T Modifier: Text Format: 06
    B&T Merchandise Category: COM
    BIC subject category V2: UYQN
    Ingram Subject Code: XG
    DC22: 006.3/1
    B&T Approval Code: A93203300
    DC22: 006.31
    DC21: 006.31
    BISAC V2.8: COM004000
    BIC subject category V2: UYQM
    LC classification: Q325.6 .S88 1998
    LC subject heading: , ,
    LC classification: Q325.6.S88
    Thema V1.0: UYQN, UYQM
    Edition statement
    New ed.
    Illustrations note
    108
    Publisher
    MIT Press Ltd
    Imprint name
    MIT Press
    Publication date
    08 May 1998
    Publication City/Country
    Cambridge, Mass.