Coverart for item
The Resource 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, (electronic resource)

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, (electronic resource)

Label
The logic of adaptive behavior : knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains
Title
The logic of adaptive behavior
Title remainder
knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains
Statement of responsibility
Martijn van Otterlo
Creator
Subject
Genre
Language
  • eng
  • eng
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
Member of
Cataloging source
MiAaPQ
http://library.link/vocab/creatorName
Otterlo, Martijn van
Dewey number
006.3
Illustrations
illustrations
Index
index present
Language note
English
LC call number
QA279.7
LC item number
.O87 2009
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
Series statement
Frontiers in artificial intelligence and applications
Series volume
v. 192
http://library.link/vocab/subjectName
  • Decision making
  • Sequential analysis
  • Adaptive control systems
  • Uncertainty (Information theory)
  • Computer algorithms
Label
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, (electronic resource)
Instantiates
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references (p. [443]-476) and index
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
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
  • CHAPTER 6. Model-Based Algorithms for Relational MDPsPART III. Implications, Challenges and Conclusions; CHAPTER 7. Sapience, Models and Hierarchy; CHAPTER 8. Conclusions and Future Directions; Bibliography; List of Acronyms; Author Index
Dimensions
unknown
Extent
1 online resource (508 p.)
Form of item
online
Isbn
9781441616869
Media category
computer
Media type code
  • c
Specific material designation
remote
System control number
  • (CKB)1000000000767071
  • (EBL)448789
  • (OCoLC)491253338
  • (SSID)ssj0000193855
  • (PQKBManifestationID)12009386
  • (PQKBTitleCode)TC0000193855
  • (PQKBWorkID)10225849
  • (PQKB)10592466
  • (MiAaPQ)EBC448789
  • (EXLCZ)991000000000767071
Label
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, (electronic resource)
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references (p. [443]-476) and index
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
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
  • CHAPTER 6. Model-Based Algorithms for Relational MDPsPART III. Implications, Challenges and Conclusions; CHAPTER 7. Sapience, Models and Hierarchy; CHAPTER 8. Conclusions and Future Directions; Bibliography; List of Acronyms; Author Index
Dimensions
unknown
Extent
1 online resource (508 p.)
Form of item
online
Isbn
9781441616869
Media category
computer
Media type code
  • c
Specific material designation
remote
System control number
  • (CKB)1000000000767071
  • (EBL)448789
  • (OCoLC)491253338
  • (SSID)ssj0000193855
  • (PQKBManifestationID)12009386
  • (PQKBTitleCode)TC0000193855
  • (PQKBWorkID)10225849
  • (PQKB)10592466
  • (MiAaPQ)EBC448789
  • (EXLCZ)991000000000767071

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