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The Resource Artificial intelligence : a modern approach, Stuart J. Russell and Peter Norvig ; contributing writers, John F. Canny, Jitendra M. Malik, Douglas D. Edwards

Artificial intelligence : a modern approach, Stuart J. Russell and Peter Norvig ; contributing writers, John F. Canny, Jitendra M. Malik, Douglas D. Edwards

Creator
Contributor
Summary
Intelligent Agents - Stuart Russell and Peter Norvig show how intelligent agents can be built using AI methods, and explain how different agent designs are appropriate depending on the nature of the task and environment. Artificial Intelligence: A Modern Approach is the first AI text to present a unified, coherent picture of the field. The authors focus on the topics and techniques that are most promising for building and analyzing current and future intelligent systems. The material is comprehensive and authoritative, yet cohesive and readable. State of the Art - This book covers the most effective modern techniques for solving real problems, including simulated annealing, memory-bounded search, global ontologies, dynamic belief networks, neural networks, adaptive probabilistic networks, inductive logic programming, computational learning theory, and reinforcement learning. Leading edge AI techniques are integrated into intelligent agent designs, using examples and exercises to lead students from simple, reactive agents to advanced planning agents with natural language capabilities
Language
eng
Work
Publication
Extent
xxviii, 932 pages
Contents
  • I. Artificial Intelligence. Intelligent Agents
  • II. Problem-solving. Solving Problems by Searching. Informed Search Methods. Game Playing
  • III. Knowledge and reasoning. Agents that Reason Logically. First-Order Logic. Building a Knowledge Base. Inference in First-Order Logic. Logical Reasoning Systems
  • IV. Acting logically. Planning. Practical Planning. Planning and Acting
  • V. Uncertain knowledge and reasoning. Uncertainty. Probabilistic Reasoning Systems. Making Simple Decisions. Making Complex Decisions
  • VI. Learning. Learning from Observations. Learning in Neural and Belief Networks. Reinforcement Learning. Knowledge in Learning
  • VII. Communicating, perceiving, and acting. Agents that Communicate. Practical Natural Language Processing. Perception. Robotics
  • VIII. Conclusions. Philosophical Foundations. AI: Present and Future
  • A Complexity analysis and O() notation
  • B Notes on Languages and Algorithms
Isbn
9780131038059
Instance
Label
Artificial intelligence : a modern approach
Title
Artificial intelligence
Title remainder
a modern approach
Statement of responsibility
Stuart J. Russell and Peter Norvig ; contributing writers, John F. Canny, Jitendra M. Malik, Douglas D. Edwards
Creator
Contributor
Subject
Language
eng
Summary
Intelligent Agents - Stuart Russell and Peter Norvig show how intelligent agents can be built using AI methods, and explain how different agent designs are appropriate depending on the nature of the task and environment. Artificial Intelligence: A Modern Approach is the first AI text to present a unified, coherent picture of the field. The authors focus on the topics and techniques that are most promising for building and analyzing current and future intelligent systems. The material is comprehensive and authoritative, yet cohesive and readable. State of the Art - This book covers the most effective modern techniques for solving real problems, including simulated annealing, memory-bounded search, global ontologies, dynamic belief networks, neural networks, adaptive probabilistic networks, inductive logic programming, computational learning theory, and reinforcement learning. Leading edge AI techniques are integrated into intelligent agent designs, using examples and exercises to lead students from simple, reactive agents to advanced planning agents with natural language capabilities
Member of
Cataloging source
DLC
http://library.link/vocab/creatorName
Russell, Stuart J.
Illustrations
illustrations
Index
index present
LC call number
Q335
LC item number
.R86 1995
Literary form
non fiction
Nature of contents
bibliography
http://library.link/vocab/relatedWorkOrContributorName
Norvig, Peter
http://library.link/vocab/subjectName
  • Artificial intelligence
  • robotique
  • perception
  • traitement langage naturel
  • apprentissage connaissance
  • raisonnement probabiliste
  • incertitude
  • système logique
  • raisonnement logique
  • base connaissance
  • logique 1er ordre
  • résolution problème
  • intelligence artificielle
  • Intelligence artificielle
  • Artificial intelligence
  • Kunstmatige intelligentie
  • Intelligence artificielle
  • Künstliche Intelligenz
Label
Artificial intelligence : a modern approach, Stuart J. Russell and Peter Norvig ; contributing writers, John F. Canny, Jitendra M. Malik, Douglas D. Edwards
Instantiates
Publication
Bibliography note
Includes bibliographical references (p. 859-903) and index
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
I. Artificial Intelligence. Intelligent Agents -- II. Problem-solving. Solving Problems by Searching. Informed Search Methods. Game Playing -- III. Knowledge and reasoning. Agents that Reason Logically. First-Order Logic. Building a Knowledge Base. Inference in First-Order Logic. Logical Reasoning Systems -- IV. Acting logically. Planning. Practical Planning. Planning and Acting -- V. Uncertain knowledge and reasoning. Uncertainty. Probabilistic Reasoning Systems. Making Simple Decisions. Making Complex Decisions -- VI. Learning. Learning from Observations. Learning in Neural and Belief Networks. Reinforcement Learning. Knowledge in Learning -- VII. Communicating, perceiving, and acting. Agents that Communicate. Practical Natural Language Processing. Perception. Robotics -- VIII. Conclusions. Philosophical Foundations. AI: Present and Future -- A Complexity analysis and O() notation -- B Notes on Languages and Algorithms
Dimensions
25 cm.
Extent
xxviii, 932 pages
Isbn
9780131038059
Lccn
94036444
Media category
unmediated
Media MARC source
rdamedia
Media type code
  • n
Other physical details
illustrations
System control number
  • (OCoLC)31288015
  • (OCoLC)ocm31288015
Label
Artificial intelligence : a modern approach, Stuart J. Russell and Peter Norvig ; contributing writers, John F. Canny, Jitendra M. Malik, Douglas D. Edwards
Publication
Bibliography note
Includes bibliographical references (p. 859-903) and index
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
I. Artificial Intelligence. Intelligent Agents -- II. Problem-solving. Solving Problems by Searching. Informed Search Methods. Game Playing -- III. Knowledge and reasoning. Agents that Reason Logically. First-Order Logic. Building a Knowledge Base. Inference in First-Order Logic. Logical Reasoning Systems -- IV. Acting logically. Planning. Practical Planning. Planning and Acting -- V. Uncertain knowledge and reasoning. Uncertainty. Probabilistic Reasoning Systems. Making Simple Decisions. Making Complex Decisions -- VI. Learning. Learning from Observations. Learning in Neural and Belief Networks. Reinforcement Learning. Knowledge in Learning -- VII. Communicating, perceiving, and acting. Agents that Communicate. Practical Natural Language Processing. Perception. Robotics -- VIII. Conclusions. Philosophical Foundations. AI: Present and Future -- A Complexity analysis and O() notation -- B Notes on Languages and Algorithms
Dimensions
25 cm.
Extent
xxviii, 932 pages
Isbn
9780131038059
Lccn
94036444
Media category
unmediated
Media MARC source
rdamedia
Media type code
  • n
Other physical details
illustrations
System control number
  • (OCoLC)31288015
  • (OCoLC)ocm31288015

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