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Intelligent Systems: A Modern Approach
Springer-Verlag Berlin Heidelberg 2011 ;ISSN: 1868-4394 ;ISBN: 9783642210037 ;ISBN: 3642210031 ;EISSN: 1868-4408 ;EISBN: 364221004X ;EISBN: 9783642210044 ;DOI: 10.1007/978-3-642-21004-4 ;OCLC: 753480229
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Title:
Intelligent Systems: A Modern Approach
Author:
Grosan, Crina
;
Abraham, Ajith
Subjects:
Artificial Intelligence
;
Computational Intelligence
;
Engineering
;
Expert systems (Computer science)
;
Intelligent agents (Computer software)
;
Intelligent control systems
Description:
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.
Related Titles:
Intelligent Systems Reference Library
Publisher:
Berlin, Heidelberg: Springer-Verlag
Creation Date:
2011
Format:
455
Language:
German;English
Identifier:
ISSN: 1868-4394
ISBN: 9783642210037
ISBN: 3642210031
EISSN: 1868-4408
EISBN: 364221004X
EISBN: 9783642210044
DOI: 10.1007/978-3-642-21004-4
OCLC: 753480229
Source:
Alma/SFX Local Collection
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