The Resource Universal artificial intelligence : sequential decisions based on algorithmic probability, Marcus Hutter, (electronic resource)

Universal artificial intelligence : sequential decisions based on algorithmic probability, Marcus Hutter, (electronic resource)

Label
Universal artificial intelligence : sequential decisions based on algorithmic probability
Title
Universal artificial intelligence
Title remainder
sequential decisions based on algorithmic probability
Statement of responsibility
Marcus Hutter
Creator
Contributor
Provider
Subject
Genre
Language
eng
Summary
Decision Theory = Probability + Utility Theory + + Universal Induction = Ockham + Bayes + Turing = = A Unified View of Artificial Intelligence This book presents sequential decision theory from a novel algorithmic information theory perspective. While the former is suited for active agents in known environments, the latter is suited for passive prediction in unknown environments. The book introduces these two well-known but very different ideas and removes the limitations by unifying them to one parameter-free theory of an optimal reinforcement learning agent embedded in an arbitrary unknown environment. Most if not all AI problems can easily be formulated within this theory, which reduces the conceptual problems to pure computational ones. Considered problem classes include sequence prediction, strategic games, function minimization, reinforcement and supervised learning. The discussion includes formal definitions of intelligence order relations, the horizon problem and relations to other approaches to AI. One intention of this book is to excite a broader AI audience about abstract algorithmic information theory concepts, and conversely to inform theorists about exciting applications to AI
Member of
Cataloging source
COO
http://library.link/vocab/creatorName
Hutter, Marcus
Image bit depth
0
LC call number
Q335
LC item number
.H88 2005
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
SpringerLink
Series statement
Texts in Theoretical Computer Science An EATCS Series
http://library.link/vocab/subjectName
  • Artificial intelligence
  • Probabilities
  • Algorithms
  • Computer graphics
  • Intelligence artificielle
  • Analyse séquentielle
  • Algorithms
  • Artificial intelligence
  • Computer graphics
  • Probabilities
  • Informatique
Label
Universal artificial intelligence : sequential decisions based on algorithmic probability, Marcus Hutter, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references (p. [251]-263) and index
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Short Tour Through the Book -- Simplicity & Uncertainty -- Universal Sequence Prediction -- Agents in Known Probabilistics Environments -- The Universal Algorithmic Agent AIXI -- Important Environmental Classes -- Computational Aspects -- Discussion
Dimensions
unknown
Extent
1 online resource (xx, 278 p.)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9783540268772
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
ill.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
Stock number
978-3-540-22139-5
System control number
  • (OCoLC)184898003
  • (OCoLC)ocn184898003
Label
Universal artificial intelligence : sequential decisions based on algorithmic probability, Marcus Hutter, (electronic resource)
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references (p. [251]-263) and index
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Short Tour Through the Book -- Simplicity & Uncertainty -- Universal Sequence Prediction -- Agents in Known Probabilistics Environments -- The Universal Algorithmic Agent AIXI -- Important Environmental Classes -- Computational Aspects -- Discussion
Dimensions
unknown
Extent
1 online resource (xx, 278 p.)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9783540268772
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
ill.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
Stock number
978-3-540-22139-5
System control number
  • (OCoLC)184898003
  • (OCoLC)ocn184898003

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