Coverart for item
The Resource Computational intelligence : a methodological introduction, Rudolf Kruse...[et al.], (electronic book)

Computational intelligence : a methodological introduction, Rudolf Kruse...[et al.], (electronic book)

Label
Computational intelligence : a methodological introduction
Title
Computational intelligence
Title remainder
a methodological introduction
Statement of responsibility
Rudolf Kruse...[et al.]
Contributor
Subject
Language
eng
Summary
Computational intelligence (CI) encompasses a range of nature-inspired methods that exhibit intelligent behavior in complex environments.This clearly-structured, classroom-tested textbook/reference presents a methodical introduction to the field of CI. Providing an authoritative insight into all that is necessary for the successful application of CI methods, the book describes fundamental concepts and their practical implementations, and explains the theoretical background underpinning proposed solutions to common problems. Only a basic knowledge of mathematics is required.Topics and features:Provides electronic supplementary material at an associated website, including module descriptions, lecture slides, exercises with solutions, and software toolsContains numerous examples and definitions throughout the textPresents self-contained discussions on artificial neural networks, evolutionary algorithms, fuzzy systems and Bayesian networksCovers the latest approaches, including ant colony optimization and probabilistic graphical modelsWritten by a team of highly-regarded experts in CI, with extensive experience in both academia and industryStudents of computer science will find the text a must-read reference for courses on artificial intelligence and intelligent systems. The book is also an ideal self-study resource for researchers and practitioners involved in all areas of CI
Member of
Cataloging source
GW5XE
Dewey number
006.3
Index
index present
LC call number
Q342
LC item number
.C66 2013
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
Kruse, Rudolf
Series statement
Texts in computer science,
http://library.link/vocab/subjectName
Computational intelligence
Label
Computational intelligence : a methodological introduction, Rudolf Kruse...[et al.], (electronic book)
Instantiates
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
Color
multicolored
Contents
  • Hopfield Networks
  • Recurrent Networks
  • Mathematical Remarks
  • Part II.
  • Evolutionary Algorithms.
  • Introduction to Evolutionary Algorithms
  • Elements of Evolutionary Algorithms
  • Fundamental Evolutionary Algorithms
  • Special Applications and Techniques
  • Part III.
  • Part I.
  • Fuzzy Systems.
  • Fuzzy Sets and Fuzzy Logic
  • The Extension Principle
  • Fuzzy Relations
  • Similarity Relations
  • Fuzzy Control
  • Fuzzy Clustering
  • Part IV.
  • Bayes Networks.
  • Introduction to Bayes Networks
  • Neural Networks.
  • Elements of Probability and Graph Theory
  • Decompositions
  • Evidence Propagation
  • Learning Graphical Models
  • Introduction
  • Threshold Logic Units
  • General Neural Networks
  • Multi-Layer Perceptrons
  • Radial Basis Function Networks
  • Self-organizing Maps
Control code
SPR837524179
Dimensions
unknown
Extent
1 online resource.
File format
unknown
Form of item
online
Isbn
9781447150138
Level of compression
unknown
Quality assurance targets
not applicable
Reformatting quality
unknown
Reproduction note
Electronic resource.
Sound
unknown sound
Specific material designation
remote
Label
Computational intelligence : a methodological introduction, Rudolf Kruse...[et al.], (electronic book)
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
Color
multicolored
Contents
  • Hopfield Networks
  • Recurrent Networks
  • Mathematical Remarks
  • Part II.
  • Evolutionary Algorithms.
  • Introduction to Evolutionary Algorithms
  • Elements of Evolutionary Algorithms
  • Fundamental Evolutionary Algorithms
  • Special Applications and Techniques
  • Part III.
  • Part I.
  • Fuzzy Systems.
  • Fuzzy Sets and Fuzzy Logic
  • The Extension Principle
  • Fuzzy Relations
  • Similarity Relations
  • Fuzzy Control
  • Fuzzy Clustering
  • Part IV.
  • Bayes Networks.
  • Introduction to Bayes Networks
  • Neural Networks.
  • Elements of Probability and Graph Theory
  • Decompositions
  • Evidence Propagation
  • Learning Graphical Models
  • Introduction
  • Threshold Logic Units
  • General Neural Networks
  • Multi-Layer Perceptrons
  • Radial Basis Function Networks
  • Self-organizing Maps
Control code
SPR837524179
Dimensions
unknown
Extent
1 online resource.
File format
unknown
Form of item
online
Isbn
9781447150138
Level of compression
unknown
Quality assurance targets
not applicable
Reformatting quality
unknown
Reproduction note
Electronic resource.
Sound
unknown sound
Specific material designation
remote

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