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Artificial intelligence : a modern approach

Author: Stuart J Russell; Peter Norvig; Ernest Davis
Publisher: Upper Saddle River, New Jersey : Prentice Hall, [2010] ©2010
Series: Prentice Hall series in artificial intelligence.
Edition/Format:   Print book : English : Third editionView all editions and formats
Summary:
"In this third edition, the authors have updated the treatment of all major areas. A new organizing principle--the representational dimension of atomic, factored, and structured models--has been added. Significant new material has been provided in areas such as partially observable search, contingency planning, hierarchical planning, relational and first-order probability models, regularization and loss functions in  Read more...
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Document Type: Book
All Authors / Contributors: Stuart J Russell; Peter Norvig; Ernest Davis
ISBN: 0136042597 9780136042594
OCLC Number: 359890490
Description: xviii, 1132 pages : illustrations ; 26 cm
Contents: Intelligence agents --
Solving problems by searching --
Beyond classical search --
Adversarial search --Constraint satisfaction problems --
Logical agents --
First-order logic --
Inference in first-order logic --
Classical planning --
Planning and acting in the real world --
Knowledge representation --
Quantifying uncertainty --
Probabilistic reasoning --
Probabilistic reasoning over time --
Making simple decisions --
Making complex decisions --
Learning from examples --
Knowledge in learning --
Learning probabilistic models --
Reinforcement learning --
Natural language processing --
Natural language for communication --
Perception --
Robotics --
Philosophical foundations --
AI : the present and future.
Series Title: Prentice Hall series in artificial intelligence.
Responsibility: Stuart J. Russell and Peter Norvig ; contributing writers, Ernest Davis [and 7 others].

Abstract:

For one or two-semester, undergraduate or graduate-level courses in Artificial Intelligence. The long-anticipated revision of this best-selling text offers the most comprehensive, up-to-date  Read more...

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