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BestsellerE-book
Author Otterlo, Martijn van.

Title The logic of adaptive behavior : knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains / Martijn van Otterlo.

Publication Info. Amsterdam ; Washington, D.C. : Ios Press, [2009]
©2009

Item Status

Description 1 online resource (xvi, 489 pages) : illustrations.
Physical Medium polychrome
Description text file
Series Frontiers in artificial intelligence and applications ; v. 192
Frontiers in artificial intelligence and applications ; v. 192.
Bibliography Includes bibliographical references (pages 443-476) and index.
Contents 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.
Summary 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.
Local Note eBooks on EBSCOhost EBSCO eBook Subscription Academic Collection - North America
Subject Decision making -- Mathematical models.
Decision making -- Mathematical models.
Sequential analysis.
Sequential analysis.
Adaptive control systems.
Adaptive control systems.
Uncertainty (Information theory)
Uncertainty (Information theory)
Computer algorithms.
Computer algorithms.
Genre/Form Electronic books.
Electronic books.
Added Author IOS Press.
Other Form: Print version: Otterlo, Martijn van. Logic of adaptive behavior. Amsterdam ; Washington, D.C. : Ios Press, ©2009 9781586039691 1586039695 (DLC) 2008944033 (OCoLC)313654110
ISBN 9781607504061
1607504065
9781441616869 (electronic book)
1441616861 (electronic book)
9781586039691
1586039695