Items related to Reinforcement Learning: An Introduction (Adaptive Computatio...
Synopsis
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.
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.
"synopsis" may belong to another edition of this title.
About the Authors
Andrew G. Barto is Professor of Computer Science at the University of Massachusetts.
Richard S. Sutton is Senior Research Scientist, Department of Computer Science, University of Massachusetts.
"About this title" may belong to another edition of this title.
Search results for Reinforcement Learning: An Introduction (Adaptive Computatio...
Stock Image
Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning)
Published by
Bradford Books (edition First Edition), 1998
ISBN 10: 0262193981
ISBN 13: 9780262193986
Used
Hardcover
First Edition
Seller: BooksRun, Philadelphia, PA, U.S.A.
Seller rating 5 out of 5 stars
Hardcover. Condition: Fair. First Edition. The item might be beaten up but readable. May contain markings or highlighting, as well as stains, bent corners, or any other major defect, but the text is not obscured in any way. Seller Inventory # 0262193981-7-1
Quantity: 2 available
Stock Image
Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning) (Adaptive Computation and Machine Learning series)
Seller: HPB-Red, Dallas, TX, U.S.A.
Seller rating 5 out of 5 stars
Hardcover. Condition: Good. Connecting readers with great books since 1972! Used textbooks may not include companion materials such as access codes, etc. May have some wear or writing/highlighting. We ship orders daily and Customer Service is our top priority! Seller Inventory # S_431968962
Quantity: 1 available
Stock Image
Reinforcement Learning An Introduction
Seller: TextbookRush, Grandview Heights, OH, U.S.A.
Seller rating 4 out of 5 stars
Condition: Good. Ships SAME or NEXT business day. We Ship to APO/FPO addr. Choose EXPEDITED shipping and receive in 2-5 business days within the United States. See our member profile for customer support contact info. We have an easy return policy. Seller Inventory # 54701465
Quantity: 1 available
Stock Image
Reinforcement Learning An Introduction
Seller: TextbookRush, Grandview Heights, OH, U.S.A.
Seller rating 4 out of 5 stars
Condition: Very Good. Ships SAME or NEXT business day. We Ship to APO/FPO addr. Choose EXPEDITED shipping and receive in 2-5 business days within the United States. See our member profile for customer support contact info. We have an easy return policy. Seller Inventory # 54701459
Quantity: 2 available
Stock Image
Reinforcement Learning : An Introduction
Seller: Better World Books, Mishawaka, IN, U.S.A.
Seller rating 5 out of 5 stars
Condition: Good. Used book that is in clean, average condition without any missing pages. Seller Inventory # GRP14609677
Quantity: 1 available
Stock Image
Reinforcement Learning : An Introduction
Seller: Better World Books, Mishawaka, IN, U.S.A.
Seller rating 5 out of 5 stars
Condition: Good. Former library book; may include library markings. Used book that is in clean, average condition without any missing pages. Seller Inventory # GRP11846603
Quantity: 1 available
Stock Image
Reinforcement Learning An Introduction (Adaptive Computation and Machine Learning Series)
Seller: Anybook.com, Lincoln, United Kingdom
Seller rating 5 out of 5 stars
Condition: Good. This is an ex-library book and may have the usual library/used-book markings inside.This book has hardback covers. In good all round condition. Dust jacket in fair condition. Please note the Image in this listing is a stock photo and may not match the covers of the actual item,900grams, ISBN:9780262193986. Seller Inventory # 4315703
Quantity: 1 available
Stock Image
Reinforcement Learning An Introduction (Adaptive Computation and Machine Learning Series)
Seller: Anybook.com, Lincoln, United Kingdom
Seller rating 5 out of 5 stars
Condition: Fair. This is an ex-library book and may have the usual library/used-book markings inside.This book has hardback covers. In fair condition, suitable as a study copy. Dust jacket in fair condition. Please note the Image in this listing is a stock photo and may not match the covers of the actual item,900grams, ISBN:9780262193986. Seller Inventory # 4315704
Quantity: 1 available
Stock Image
Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning)
Seller: medimops, Berlin, Germany
Seller rating 5 out of 5 stars
Condition: good. Befriedigend/Good: Durchschnittlich erhaltenes Buch bzw. Schutzumschlag mit Gebrauchsspuren, aber vollständigen Seiten. / Describes the average WORN book or dust jacket that has all the pages present. Seller Inventory # M00262193981-G
Quantity: 1 available
Stock Image
Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning)
Seller: GoldBooks, Denver, CO, U.S.A.
Seller rating 5 out of 5 stars
Condition: new. Seller Inventory # 32A88_24_0262193981
Quantity: 1 available