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  • © 2011

Intelligent Systems

A Modern Approach

  • Covering all recent topics in the area of computational Intelligence in a well structured way

  • The state of the art of intelligent systems useable for researchers and graduate students

  • Written by leading experts in this field

Part of the book series: Intelligent Systems Reference Library (ISRL, volume 17)

Buying options

eBook USD 149.00
Price excludes VAT (USA)
  • ISBN: 978-3-642-21004-4
  • Instant PDF download
  • Readable on all devices
  • Own it forever
  • Exclusive offer for individuals only
  • Tax calculation will be finalised during checkout
Softcover Book USD 199.99
Price excludes VAT (USA)
Hardcover Book USD 219.99
Price excludes VAT (USA)

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Table of contents (17 chapters)

  1. Front Matter

  2. Evolution of Modern Computational Intelligence

    • Crina Grosan, Ajith Abraham
    Pages 1-11
  3. Problem Solving by Search

    • Crina Grosan, Ajith Abraham
    Pages 13-52
  4. Informed (Heuristic) Search

    • Crina Grosan, Ajith Abraham
    Pages 53-81
  5. Iterative Search

    • Crina Grosan, Ajith Abraham
    Pages 83-109
  6. Adversarial Search

    • Crina Grosan, Ajith Abraham
    Pages 111-129
  7. Knowledge Representation and Reasoning

    • Crina Grosan, Ajith Abraham
    Pages 131-147
  8. Rule-Based Expert Systems

    • Crina Grosan, Ajith Abraham
    Pages 149-185
  9. Managing Uncertainty in Rule Based Expert Systems

    • Crina Grosan, Ajith Abraham
    Pages 187-217
  10. Fuzzy Expert Systems

    • Crina Grosan, Ajith Abraham
    Pages 219-260
  11. Machine Learning

    • Crina Grosan, Ajith Abraham
    Pages 261-268
  12. Decision Trees

    • Crina Grosan, Ajith Abraham
    Pages 269-280
  13. Artificial Neural Networks

    • Crina Grosan, Ajith Abraham
    Pages 281-323
  14. Advanced Artificial Neural Networks

    • Crina Grosan, Ajith Abraham
    Pages 325-344
  15. Evolutionary Algorithms

    • Crina Grosan, Ajith Abraham
    Pages 345-386
  16. Evolutionary Metaheuristics

    • Crina Grosan, Ajith Abraham
    Pages 387-407
  17. Swarm Intelligence

    • Crina Grosan, Ajith Abraham
    Pages 409-422
  18. Hybrid Intelligent Systems

    • Crina Grosan, Ajith Abraham
    Pages 423-450

About this book

Computational intelligence is a well-established paradigm, where new theories with a sound biological understanding have been evolving. The current experimental systems have many of the characteristics of biological computers (brains in other words) and are beginning to be built to perform a variety of tasks that are difficult or impossible to do with conventional computers. As evident, the ultimate achievement in this field would be to mimic or exceed human cognitive capabilities including reasoning, recognition, creativity, emotions, understanding, learning and so on. This book comprising of 17 chapters offers a step-by-step introduction (in a chronological order) to the various modern computational intelligence tools used in practical problem solving. Staring with different search techniques including informed and uninformed search, heuristic search, minmax, alpha-beta pruning methods, evolutionary algorithms and swarm intelligent techniques; the authors illustrate the design of knowledge-based systems and advanced expert systems, which incorporate uncertainty and fuzziness. Machine learning algorithms including decision trees and artificial neural networks are presented and finally the fundamentals of hybrid intelligent systems are also depicted.

 

Academics, scientists as well as engineers engaged in research, development and application of computational intelligence techniques, machine learning and data mining would find the comprehensive coverage of this book invaluable.

Keywords

  • Computational Intelligence
  • Evolutionary Computation
  • Machine Learning
  • Neural Networks

Authors and Affiliations

  • Department of Computer Science, Faculty of Mathematics and Computer Science, Babes-Bolyai University, Cluj - Napoca, Romania

    Crina Grosan

  • Machine Intelligence Research Labs (MIR Labs), Scientific Network for Innovation and Research Excellence, Auburn, USA

    Ajith Abraham

Bibliographic Information

  • Book Title: Intelligent Systems

  • Book Subtitle: A Modern Approach

  • Authors: Crina Grosan, Ajith Abraham

  • Series Title: Intelligent Systems Reference Library

  • DOI: https://doi.org/10.1007/978-3-642-21004-4

  • Publisher: Springer Berlin, Heidelberg

  • eBook Packages: Engineering, Engineering (R0)

  • Copyright Information: Springer-Verlag Berlin Heidelberg 2011

  • Hardcover ISBN: 978-3-642-21003-7Published: 29 July 2011

  • Softcover ISBN: 978-3-642-26939-4Published: 27 November 2013

  • eBook ISBN: 978-3-642-21004-4Published: 29 July 2011

  • Series ISSN: 1868-4394

  • Series E-ISSN: 1868-4408

  • Edition Number: 1

  • Number of Pages: XIV, 450

  • Topics: Computational Intelligence, Artificial Intelligence

Buying options

eBook USD 149.00
Price excludes VAT (USA)
  • ISBN: 978-3-642-21004-4
  • Instant PDF download
  • Readable on all devices
  • Own it forever
  • Exclusive offer for individuals only
  • Tax calculation will be finalised during checkout
Softcover Book USD 199.99
Price excludes VAT (USA)
Hardcover Book USD 219.99
Price excludes VAT (USA)