The logic of adaptive behavior: knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains
Saved in:
| Main Author: | |
|---|---|
| Format: | Electronic eBook |
| Language: | English |
| Published: |
Amsterdam
Ios Press
©2009
|
| Series: | Frontiers in artificial intelligence and applications
v. 192 |
| Subjects: | |
| Online Access: | Volltext |
| Item Description: | Includes bibliographical references (pages 443-476) and index 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 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 |
| Physical Description: | 1 Online-Ressource (xvi, 489 pages) |
| ISBN: | 9781607504061 1607504065 9781441616869 1441616861 9781586039691 1586039695 |
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| indexdate | 2024-07-10T07:13:48Z |
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| language | English |
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| spelling | Otterlo, Martijn van Verfasser aut 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 Amsterdam Ios Press ©2009 1 Online-Ressource (xvi, 489 pages) txt rdacontent c rdamedia cr rdacarrier Frontiers in artificial intelligence and applications v. 192 Includes bibliographical references (pages 443-476) and index 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 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 COMPUTERS / Enterprise Applications / Business Intelligence Tools bisacsh COMPUTERS / Intelligence (AI) & Semantics bisacsh Adaptive control systems fast Computer algorithms fast Decision making / Mathematical models fast Sequential analysis fast Uncertainty (Information theory) fast Mathematisches Modell Decision making Mathematical models Sequential analysis Adaptive control systems Uncertainty (Information theory) Computer algorithms IOS Press Sonstige oth http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=281422 Aggregator Volltext |
| spellingShingle | Otterlo, Martijn van The logic of adaptive behavior knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains COMPUTERS / Enterprise Applications / Business Intelligence Tools bisacsh COMPUTERS / Intelligence (AI) & Semantics bisacsh Adaptive control systems fast Computer algorithms fast Decision making / Mathematical models fast Sequential analysis fast Uncertainty (Information theory) fast Mathematisches Modell Decision making Mathematical models Sequential analysis Adaptive control systems Uncertainty (Information theory) Computer algorithms |
| title | The logic of adaptive behavior knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains |
| title_auth | The logic of adaptive behavior knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains |
| title_exact_search | The logic of adaptive behavior knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains |
| title_full | 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 |
| title_fullStr | 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 |
| title_full_unstemmed | 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 |
| title_short | The logic of adaptive behavior |
| title_sort | the logic of adaptive behavior knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first order and relational domains |
| title_sub | knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains |
| topic | COMPUTERS / Enterprise Applications / Business Intelligence Tools bisacsh COMPUTERS / Intelligence (AI) & Semantics bisacsh Adaptive control systems fast Computer algorithms fast Decision making / Mathematical models fast Sequential analysis fast Uncertainty (Information theory) fast Mathematisches Modell Decision making Mathematical models Sequential analysis Adaptive control systems Uncertainty (Information theory) Computer algorithms |
| topic_facet | COMPUTERS / Enterprise Applications / Business Intelligence Tools COMPUTERS / Intelligence (AI) & Semantics Adaptive control systems Computer algorithms Decision making / Mathematical models Sequential analysis Uncertainty (Information theory) Mathematisches Modell Decision making Mathematical models |
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