Reinforcement Learning : An Introduction

Sutton, Richard S.; Barto, Andrew G.

9780262193986

ISBN 10: 0262193981 / 0-262-19398-1
ISBN 13: 9780262193986

Publication Date: 1998

Editorial Reviews:
Synopsis:

Offering an account of key ideas and algorithms in reinforcement learning, this volume includes discussion ranging from the history of the field's intellectual foundations to recent developments and applications.


 

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Reinforcement Learning - An Introduction (ISBN: 0262193981 / 0-262-19398-1)
Sutton, Richard S.; Barto, Andrew G.
ISBN 10: 0262193981
ISBN 13: 9780262193986
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Reinforcement Learning (ISBN: 9780262193986)
Sutton, Richard S.; Barto, Andrew G.
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Book Description: MIT Press 1998-05-08, 1998. Book Condition: New. Brand new book, sourced directly from publisher. Dispatch time is 24-48 hours from our warehouse. Book will be sent in robust, secure packaging to ensure it reaches you securely. Bookseller Inventory # NU-BER-00043948

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Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning) Format: Hardcover (ISBN: 0262193981 / 0-262-19398-1)
Sutton, Richard S.; Barto, Andrew G.
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Reinforcement Learning: An Introduction (Hardback) (ISBN: 9780262193986)
Sutton, Richard S.; Barto, Andrew G.
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Book Description: MIT Press Ltd, United States, 1998. Hardback. Book Condition: New. 231 x 180 mm. Brand New Book with Free Worldwide Delivery. Reinforcement 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. Bookseller Inventory # AAU9780262193986

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Reinforcement Learning: An Introduction (ISBN: 9780262193986)
Sutton, Richard S.; Barto, Andrew G.
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Book Description: MIT Press Ltd. Hardback. Book Condition: new. BRAND NEW, Reinforcement Learning: An Introduction, Richard S. Sutton, Andrew G. Barto, Reinforcement 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. Bookseller Inventory # B9780262193986

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Reinforcement Learning (ISBN: 9780262193986)
Sutton, Richard S.; Barto, Andrew G.
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Book Description: Mit Press, 1998. Hardback. Book Condition: New. New book. Shipped from UK. Bookseller Inventory # BB-9780262193986

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Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning) (ISBN: 0262193981 / 0-262-19398-1)
Sutton, Richard S.; Barto, Andrew G.
ISBN 10: 0262193981
ISBN 13: 9780262193986
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Book Description: MIT Press, 1998. Hardcover. Book Condition: New. Bookseller Inventory # ST0262193981

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Reinforcement Learning ? An Introduction (ISBN: 9780262193986)
Sutton, Richard S.; Barto, Andrew G.
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Reinforcement Learning ??? An Introduction (ISBN: 9780262193986)
Sutton, Richard S.; Barto, Andrew G.
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Reinforcement Learning An Introduction: (ISBN: 0262193981 / 0-262-19398-1)
Sutton, Richard S.; Barto, Andrew G.
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Book Description: MIT Press Ltd Country = UNITED STATES, 1998. Hardback. Book Condition: New. 342 pages. 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. 108 (Hardback). Bookseller Inventory # AB0262193981

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