The logic of adaptive behavior knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains /
Markov decision processes have become the de facto standard in modeling and solving sequential decision making problems under uncertainty. This book studies lifting Markov decision processes, reinforcement learning and dynamic programming to the first-order (or, relational) setting.
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| Corporate Author: | |
| Format: | Electronic |
| Language: | English |
| Published: |
Amsterdam ; Washington, D.C. :
Ios Press,
c2009.
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| Series: | Frontiers in artificial intelligence and applications ;
v. 192. |
| Subjects: | |
| Online Access: | ebrary View fulltext via EzAccess An electronic book accessible through the World Wide Web; click for information https://ezaccess.library.uitm.edu.my/login?url=http://swb.eblib.com/patron/FullRecord.aspx?p=448789 |
| LEADER | 03954cam a2200661Ia 4500 | ||
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| 001 | 2252 | ||
| 003 | OCoLC | ||
| 005 | 20130711001208.0 | ||
| 006 | m o d | ||
| 007 | cr cn| | ||
| 008 | 091221s2009 ne a ob 001 0 eng d | ||
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| 020 | # | # | |a 9781607504061 |
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| 040 | # | # | |a IOSPR |b eng |c IOSPR |d IOSPR |d N$T |d EBLCP |d OCLCQ |d E7B |d OCLCQ |d MHW |d OCLCQ |d MYPMP |d OCLCQ |d DEBSZ |
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| 050 | # | 4 | |a QA279.7 |b .O87 2009 |
| 072 | # | 7 | |a COM |x COM004000 |2 bisacsh |
| 082 | 0 | 4 | |a 006.3 |2 22 |
| 100 | 1 | # | |a Otterlo, Martijn van. |
| 245 | 1 | 4 | |a The logic of adaptive behavior |b knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains / |c Martijn van Otterlo. |h [electronic resource] : |
| 260 | # | # | |a Amsterdam ; |a Washington, D.C. : |b Ios Press, |c c2009. |
| 300 | # | # | |a 1 online resource (xvi, 489 p.) : |b ill. |
| 490 | 1 | # | |a Frontiers in artificial intelligence and applications ; |v v. 192 |
| 504 | # | # | |a Includes bibliographical references (p. [443]-476) and index. |
| 505 | 0 | # | |a Title page; Preface; Contents; CHAPTER 1. Introduction; 1.1. Science and Engineering of Adaptive Behavior; 1.2. You Can Only Learn What You Can Represent; 1.3. About the Contents and Structure of this Book; PART I. Learning Sequential Decision Making under Uncertainty; CHAPTER 2. Markov Decision Processes: Concepts and Algorithms; CHAPTER 3. Generalization and Abstraction in Markov Decision Processes; PART II. Sequential Decisions in the First-Order Setting; CHAPTER 4. Reasoning, Learning and Acting in Worlds with Objects; CHAPTER 5. Model-Free Algorithms for Relational MDPs. |
| 520 | # | # | |a Markov decision processes have become the de facto standard in modeling and solving sequential decision making problems under uncertainty. This book studies lifting Markov decision processes, reinforcement learning and dynamic programming to the first-order (or, relational) setting. |
| 588 | # | # | |a Description based on print version record. |
| 650 | # | 0 | |a Decision making |x Mathematical models. |
| 650 | # | 0 | |a Sequential analysis. |
| 650 | # | 0 | |a Adaptive control systems. |
| 650 | # | 0 | |a Uncertainty (Information theory) |
| 650 | # | 0 | |a Computer algorithms. |
| 650 | # | 7 | |a COMPUTERS |x Business Intelligence Tools. |x Enterprise Applications |2 bisacsh |
| 650 | # | 7 | |a COMPUTERS |x Intelligence (AI) & Semantics. |2 bisacsh |
| 655 | # | 4 | |a Electronic books. |
| 655 | # | 0 | |a Electronic books. |
| 710 | 2 | # | |a IOS Press. |
| 776 | 0 | 8 | |a Otterlo, Martijn van. |d Amsterdam ; Washington, D.C. : Ios Press, c2009 |i Print version: |t Logic of adaptive behavior. |w (OCoLC)313654110 |w (DLC) 2008944033 |z 1586039695 |z 9781586039691 |
| 830 | # | 0 | |a Frontiers in artificial intelligence and applications ; |v v. 192. |
| 856 | 4 | 0 | |u https://ezaccess.library.uitm.edu.my/login?url=http://site.ebrary.com/id/10309214 |3 ebrary |
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