The Resource Fundamentals of the new artificial intelligence : neural, evolutionary, fuzzy and more, Toshinori Munakata, (electronic resource)

Fundamentals of the new artificial intelligence : neural, evolutionary, fuzzy and more, Toshinori Munakata, (electronic resource)

Label
Fundamentals of the new artificial intelligence : neural, evolutionary, fuzzy and more
Title
Fundamentals of the new artificial intelligence
Title remainder
neural, evolutionary, fuzzy and more
Statement of responsibility
Toshinori Munakata
Creator
Contributor
Provider
Subject
Language
eng
Summary
Artificial intelligence—broadly defined as the study of making computers perform tasks that require human intelligence—has grown rapidly as a field of research and industrial application in recent years. Whereas traditionally, AI used techniques drawn from symbolic models such as knowledge-based and logic programming systems, interest has grown in newer paradigms, notably neural networks, genetic algorithms, and fuzzy logic. The significantly updated second edition of Fundamentals of the New Artificial Intelligence thoroughly covers the most essential and widely employed material pertaining to neural networks, genetic algorithms, fuzzy systems, rough sets, and chaos. In particular, this unique textbook explores the importance of this content for real-world applications. The exposition reveals the core principles, concepts, and technologies in a concise and accessible, easy-to-understand manner, and as a result, prerequisites are minimal: A basic understanding of computer programming and mathematics makes the book suitable for readers coming to this subject for the first time. Topics and features: Retains the well-received features of the first edition, yet clarifies and expands on the topic • Features completely new material on simulated annealing, Boltzmann machines, and extended fuzzy if-then rules tables [NEW] • Emphasizes the real-world applications derived from this important area of computer science • Provides easy-to-comprehend descriptions and algorithms • Updates all references, for maximum usefulness to professors, students, and other readers [NEW] • Integrates all material, yet allows each chapter to be used or studied independently This invaluable text and reference is an authoritative introduction to the subject and is therefore ideal for upper-level undergraduates and graduates studying intelligent computing, soft computing, neural networks, evolutionary computing, and fuzzy systems. In addition, the material is self-contained and therefore valuable to researchers in many related disciplines. Professor Munakata is a leading figure in this field and has given courses on this topic extensively
Member of
Cataloging source
GW5XE
http://library.link/vocab/creatorName
Munakata, Toshinori
Image bit depth
0
LC call number
Q335
LC item number
.M86 2008eb
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
SpringerLink
Series statement
Texts in Computer Science
http://library.link/vocab/subjectName
  • Artificial intelligence
  • Artificial intelligence
  • Informatique
Label
Fundamentals of the new artificial intelligence : neural, evolutionary, fuzzy and more, Toshinori Munakata, (electronic resource)
Instantiates
Publication
Note
Previous ed.: 1998
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
Color
not applicable
Contents
Neural Networks: Fundamentals and the Backpropagation Model -- Neural Networks: Other Models -- Genetic Algorithms and Evolutionary Computing -- Fuzzy Systems -- Rough Sets -- Chaos
Dimensions
unknown
Edition
2nd ed.
Extent
1 online resource (xi, 255 p.)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9781846288395
Level of compression
uncompressed
Other physical details
ill.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
Stock number
978-1-84628-838-8
System control number
  • (OCoLC)232363404
  • (OCoLC)ocn232363404
Label
Fundamentals of the new artificial intelligence : neural, evolutionary, fuzzy and more, Toshinori Munakata, (electronic resource)
Publication
Note
Previous ed.: 1998
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
Color
not applicable
Contents
Neural Networks: Fundamentals and the Backpropagation Model -- Neural Networks: Other Models -- Genetic Algorithms and Evolutionary Computing -- Fuzzy Systems -- Rough Sets -- Chaos
Dimensions
unknown
Edition
2nd ed.
Extent
1 online resource (xi, 255 p.)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9781846288395
Level of compression
uncompressed
Other physical details
ill.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
Stock number
978-1-84628-838-8
System control number
  • (OCoLC)232363404
  • (OCoLC)ocn232363404

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