Reinforcement learning (Record no. 560554)
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000 -LEADER | |
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fixed length control field | 02279 a2200253 4500 |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20191014121806.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 191010b xxu||||| |||| 00| 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
ISBN | 9783642276446 |
040 ## - CATALOGING SOURCE | |
Transcribing agency | IIT Kanpur |
041 ## - LANGUAGE CODE | |
Language code of text/sound track or separate title | eng |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 006.31 |
Item number | R275 |
245 ## - TITLE STATEMENT | |
Title | Reinforcement learning |
Remainder of title | state-of-the-art |
Statement of responsibility, etc | edited by Marco Wiering and Martijn van Otterlo |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
Place of publication | Berlin |
Name of publisher | Springer |
Year of publication | 2012 |
300 ## - PHYSICAL DESCRIPTION | |
Number of Pages | xxxiv, 638p |
440 ## - SERIES STATEMENT/ADDED ENTRY--TITLE | |
Title | Adaptation, learning, and optimization |
490 ## - SERIES STATEMENT | |
Series statement | / edited by Meng-Hiot Lim; v.12 |
520 ## - SUMMARY, ETC. | |
Summary, etc | Reinforcement learning encompasses both a science of adaptive behavior of rational beings in uncertain environments and a computational methodology for finding optimal behaviors for challenging problems in control, optimization and adaptive behavior of intelligent agents. As a field, reinforcement learning has progressed tremendously in the past decade.<br/><br/>The main goal of this book is to present an up-to-date series of survey articles on the main contemporary sub-fields of reinforcement learning. This includes surveys on partially observable environments, hierarchical task decompositions, relational knowledge representation and predictive state representations. Furthermore, topics such as transfer, evolutionary methods and continuous spaces in reinforcement learning are surveyed. In addition, several chapters review reinforcement learning methods in robotics, in games, and in computational neuroscience. In total seventeen different subfields are presented by mostly young experts in those areas, and together they truly represent a state-of-the-art of current reinforcement learning research.<br/><br/>Marco Wiering works at the artificial intelligence department of the University of Groningen in the Netherlands. He has published extensively on various reinforcement learning topics. Martijn van Otterlo works in the cognitive artificial intelligence group at the Radboud University Nijmegen in The Netherlands. He has mainly focused on expressive knowledge<br/>representation in reinforcement learning settings. |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical Term | Reinforcement learning |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical Term | Artificial intelligence |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical Term | Reinforcement (Psychology) |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Wiering, Marco [ed.] |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Otterlo, Martijn van [ed.] |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Koha item type | Books |
Withdrawn status | Lost status | Damaged status | Not for loan | Collection code | Home library | Current library | Date acquired | Source of acquisition | Cost, normal purchase price | Full call number | Accession Number | Cost, replacement price | Koha item type |
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General Stacks | PK Kelkar Library, IIT Kanpur | PK Kelkar Library, IIT Kanpur | 21/10/2019 | 1 | 11899.29 | 006.31 R275 | A184859 | 18029.23 | Books |