عنوان

Artificial intelligence :

(Number (ISBN

0132090015 (pbk.)

(Number (ISBN

0321545893 (alk. paper)

(Number (ISBN

9780132090018 (pbk.)

(Number (ISBN

9780321545893 (alk. paper)

Number

b510854

Title Proper

Artificial intelligence :

General Material Designation

[Book]

Other Title Information

structures and strategies for complex problem solving /

First Statement of Responsibility

George F. Luger.

Edition Statement

Sixth edition.

Place of Publication, Distribution, etc.

Boston :

Name of Publisher, Distributor, etc.

Pearson Addison-Wesley,

Date of Publication, Distribution, etc.

[2009]

Date of Publication, Distribution, etc.

©2009

Specific Material Designation and Extent of Item

xxiii, 754 pages :

Other Physical Details

illustrations ;

Dimensions

24 cm

Text of Note

Includes bibliographical references (p. 705-733) and indexes.

Text of Note

Pt. I. Artificial intelligence : its roots and scope -- 1. AI : history and applications -- Pt. II. Artificial intelligence as representation and search -- 2. The predicate calculus -- 3. Structures and strategies for state space search -- 4. Heuristic search -- 5. Stochastic methods -- 6. Control and implementation of state space search -- Pt. III. Capturing intelligence : the AI challenge -- 7. Knowledge representation -- 8. Strong method problem solving -- 9. Reasoning in uncertain situations -- Pt. IV. Machine iearning -- 10. Machine learning : symbol-based -- 11. Machine learning : connectionist -- 12. Machine learning : genetic and emergent -- 13. Machine learning : probabilistic -- Pt. V. Advanced topics for AI problem solving -- 14. Automated reasoning -- 15. Understanding natural language -- Pt. VI. Epilogue -- 16. Artificial intelligence as empirical enquiry.

0

Text of Note

In this accessible, comprehensive text, George Luger captures the essence of artificial intelligence-solving the complex problems that arise wherever computer technology is applied. Key representation techniques including logic, semantic and connectionist networks, graphical models, and many more are introduced. Presentation of agent technology and the use of ontologies are added. A new machine-learning chapter is based on stochastic methods, including first-order Bayesian networks, variants of hidden Markov models, inference with Markov random fields and loopy belief propagation. A new presentation of parameter fitting with expectation maximization learning and structure learning using Markov chain Monte Carlo sampling. Use of Markov decision processes in reinforcement learning. Natural language processing with dynamic programming (the Earley parser) and other probabilistic parsing techniques including Viterbi, are added. A new supplemental programming book is available online and in print: "AI Algorithms in Prolog, Lisp and Java (TM). "References and citations are updated throughout the Sixth Edition. For all readers interested in artificial intelligence.

Artificial intelligence.

Knowledge representation (Information theory)

LISP (Computer program language)

Problem solving.

Prolog (Computer program language)

Códigos de corrección (Teoría de la información).

Inteligencia artificial.

Solución de problemas.

Number

Number

Edition

Edition

Class number

Book number

Luger, George F.

Date of Transaction

20100614123414.0

Cataloguing Rules (Descriptive Conventions))

rda

Electronic name

[Book]

Y