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Computational Intelligence

Methods and Techniques
Buch | Hardcover
XIV, 514 Seiten
2008
Springer Berlin (Verlag)
978-3-540-76287-4 (ISBN)

Lese- und Medienproben

Computational Intelligence - Leszek Rutkowski
CHF 149,75 inkl. MwSt
This brilliant new book focuses on various techniques of computational intelligence, both single ones and those which form hybrid methods. These techniques are applied to issues of artificial intelligence, for example in the processing of speech and natural language, and in building expert systems and robots.
Publication of this book is a special event. This valuable title ?lls a se- ous gap in domestic science and technical literature. At the same time it introduces a reader to the most recent achievements in the quickly dev- oping branch of knowledge which the computational intelligence has been for several years. The ?eld, which is a subject of this book, is one of those important ?elds of science which enable to process information included in data and give their reasonable interpretation programmed by a user. Recent decades have brought a stormy development of computer te- niquesandrelatedcomputationalmethods.Togetherwiththeirappearance and quick progress, theoretical and applied sciences developed as well, - ablingtheusertofullyutilizenewlycreatedcomputationalpotentialandto getknowledgeoutofincreasingwealthofdata.Thedevelopmentofcom- tational intelligence is then strictly connected with the increase of available data as well as capabilities of their processing, mutually supportive factors. Without them the development of this ?eld would be almost impossible, and its application practically marginal. That is why these techniques have especially developed in recent years. The development of computational intelligence systems was inspired by observable and imitable aspects of intelligent activity of human being and nature. Nature when undertakes intelligent actions processes data in p- allel regulating and adjusting these actions through feedback mechanisms.

Selected issues of artificial intelligence.- Methods of knowledge representation using rough sets.- Methods of knowledge representation using type-1 fuzzy sets.- Methods of knowledge representation using type-2 fuzzy sets.- Neural networks and their learning algorithms.- Evolutionary algorithms.- Data clustering methods.- Neuro-fuzzy systems of Mamdani, logical and Takagi-Sugeno type.- Flexible neuro-fuzzy systems.

Erscheint lt. Verlag 29.5.2008
Zusatzinfo XIV, 514 p. 242 illus.
Verlagsort Berlin
Sprache englisch
Maße 155 x 235 mm
Gewicht 910 g
Themenwelt Mathematik / Informatik Mathematik Angewandte Mathematik
Technik
Schlagworte algorithms • Architecture • Artificial Intelligence • Computational Intelligence • Evolution • evolutionary algorithm • evolutionary algorithms • Evolutionary Strategies • Expert System • Fuzzy Sets • Genetic Algorithm • genetic programming • Knowledge • Knowledge Representation • Künstliche Intelligenz • neural network • Neural networks • programming • robot
ISBN-10 3-540-76287-6 / 3540762876
ISBN-13 978-3-540-76287-4 / 9783540762874
Zustand Neuware
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