Intelligent Systems - A Modern Approach

von Crina Grosan
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CHF 210.05
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Crina Grosan Intelligent Systems - A Modern Approach
Crina Grosan - Intelligent Systems - A Modern Approach

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Beschreibung

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.

Mitwirkende

Autor:
Crina Grosan
Ajith Abraham

Weitere Informationen

Anmerkung Illustrationen:
XIV, 450 p.
Bemerkungen:

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
Medientyp:
Buch gebunden
Verlag:
Springer Berlin
Biografie:
Dr. Ajith Abraham is Director of the Machine Intelligence Research (MIR) Labs, a global network of research laboratories with headquarters near Seattle, WA, USA. He is an author/co-author of more than 750 scientific publications. He is founding Chair of the International Conference of Computational Aspects of Social Networks (CASoN), Chair of IEEE Systems Man and Cybernetics Society Technical Committee on Soft Computing (since 2008), and a Distinguished Lecturer of the IEEE Computer Society representing Europe (since 2011).
Sprache:
Englisch
Seitenanzahl:
450
Zusammenfassung:
This book introduces the computational intelligence tools used in practical problem solving. Beginning with search techniques, the authors review the design of knowledge-based and advanced expert systems, which incorporate uncertainty and fuzziness.

Stammdaten

Produkttyp:
Buch Gebunden
Verpackungsabmessungen:
0.236 x 0.16 x 0.03 m; 0.816 kg
GTIN:
09783642210037
DUIN:
H44R6VG23CR
CHF 210.05
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