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.
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Körperschaft: | |
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Amsterdam ; Washington, D.C. :
Ios Press,
©2009.
|
| Schriftenreihe: | Frontiers in artificial intelligence and applications ;
v. 192. |
| Schlagworte: | |
| Online-Zugang: | Volltext |
| Zusammenfassung: | 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. |
| Beschreibung: | 1 online resource (xvi, 489 pages) : illustrations |
| Bibliographie: | Includes bibliographical references (pages 443-476) and index. |
| ISBN: | 9781607504061 1607504065 9781441616869 1441616861 6000014589 9786000014582 |
Internformat
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| 490 | 1 | |a Frontiers in artificial intelligence and applications ; |v v. 192 | |
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| 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. | ||
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| 650 | 6 | |a Analyse séquentielle. | |
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| author | Otterlo, Martijn van |
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| author_facet | Otterlo, Martijn van IOS Press |
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| 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. |
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| dewey-sort | 16.3 |
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| discipline | Informatik |
| format | Electronic eBook |
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| indexdate | 2024-11-26T14:48:59Z |
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| series | Frontiers in artificial intelligence and applications ; |
| series2 | Frontiers in artificial intelligence and applications ; |
| spelling | Otterlo, Martijn van. http://id.loc.gov/authorities/names/no2009087106 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 ; Washington, D.C. : Ios Press, ©2009. 1 online resource (xvi, 489 pages) : illustrations text txt rdacontent computer c rdamedia online resource 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. Print version record. English. Decision making Mathematical models. http://id.loc.gov/authorities/subjects/sh85036200 Sequential analysis. http://id.loc.gov/authorities/subjects/sh85120148 Adaptive control systems. http://id.loc.gov/authorities/subjects/sh85000803 Uncertainty (Information theory) http://id.loc.gov/authorities/subjects/sh85139564 Computer algorithms. http://id.loc.gov/authorities/subjects/sh91000149 Decision Support Techniques https://id.nlm.nih.gov/mesh/D003661 Algorithms https://id.nlm.nih.gov/mesh/D000465 Prise de décision Modèles mathématiques. Analyse séquentielle. Systèmes adaptatifs. Incertitude (Théorie de l'information) Algorithmes. algorithms. aat 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 IOS Press. http://id.loc.gov/authorities/names/no2015091156 has work: The logic of adaptive behavior (Text) https://id.oclc.org/worldcat/entity/E39PCGWyk9qhMdhpCVWgH4TDmb https://id.oclc.org/worldcat/ontology/hasWork Print version: Otterlo, Martijn van. Logic of adaptive behavior. Amsterdam ; Washington, D.C. : Ios Press, ©2009 9781586039691 1586039695 (DLC) 2008944033 (OCoLC)313654110 Frontiers in artificial intelligence and applications ; v. 192. http://id.loc.gov/authorities/names/n92019289 FWS01 ZDB-4-EBU FWS_PDA_EBU https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=281422 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 / Frontiers in artificial intelligence and applications ; 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. Decision making Mathematical models. http://id.loc.gov/authorities/subjects/sh85036200 Sequential analysis. http://id.loc.gov/authorities/subjects/sh85120148 Adaptive control systems. http://id.loc.gov/authorities/subjects/sh85000803 Uncertainty (Information theory) http://id.loc.gov/authorities/subjects/sh85139564 Computer algorithms. http://id.loc.gov/authorities/subjects/sh91000149 Decision Support Techniques https://id.nlm.nih.gov/mesh/D003661 Algorithms https://id.nlm.nih.gov/mesh/D000465 Prise de décision Modèles mathématiques. Analyse séquentielle. Systèmes adaptatifs. Incertitude (Théorie de l'information) Algorithmes. algorithms. aat 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 |
| subject_GND | http://id.loc.gov/authorities/subjects/sh85036200 http://id.loc.gov/authorities/subjects/sh85120148 http://id.loc.gov/authorities/subjects/sh85000803 http://id.loc.gov/authorities/subjects/sh85139564 http://id.loc.gov/authorities/subjects/sh91000149 https://id.nlm.nih.gov/mesh/D003661 https://id.nlm.nih.gov/mesh/D000465 |
| 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 | 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 | Decision making Mathematical models. http://id.loc.gov/authorities/subjects/sh85036200 Sequential analysis. http://id.loc.gov/authorities/subjects/sh85120148 Adaptive control systems. http://id.loc.gov/authorities/subjects/sh85000803 Uncertainty (Information theory) http://id.loc.gov/authorities/subjects/sh85139564 Computer algorithms. http://id.loc.gov/authorities/subjects/sh91000149 Decision Support Techniques https://id.nlm.nih.gov/mesh/D003661 Algorithms https://id.nlm.nih.gov/mesh/D000465 Prise de décision Modèles mathématiques. Analyse séquentielle. Systèmes adaptatifs. Incertitude (Théorie de l'information) Algorithmes. algorithms. aat 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 |
| topic_facet | Decision making Mathematical models. Sequential analysis. Adaptive control systems. Uncertainty (Information theory) Computer algorithms. Decision Support Techniques Algorithms Prise de décision Modèles mathématiques. Analyse séquentielle. Systèmes adaptatifs. Incertitude (Théorie de l'information) Algorithmes. algorithms. COMPUTERS Enterprise Applications Business Intelligence Tools. COMPUTERS Intelligence (AI) & Semantics. Adaptive control systems Computer algorithms Decision making Mathematical models Sequential analysis |
| url | https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=281422 |
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