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9781447172949: Computational Intelligence: A Methodological Introduction

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This textbook provides a clear and logical introduction to the field, covering the fundamental concepts, algorithms and practical implementations behind efforts to develop systems that exhibit intelligent behavior in complex environments. This enhanced second edition has been fully revised and expanded with new content on swarm intelligence, deep learning, fuzzy data analysis, and discrete decision graphs. 


Features: provides supplementary material at an associated website; contains numerous classroom-tested examples and definitions throughout the text; presents useful insights into all that is necessary for the successful application of computational intelligence methods; explains the theoretical background underpinning proposed solutions to common problems; discusses in great detail the classical areas of artificial neural networks, fuzzy systems and evolutionary algorithms; reviews the latest developments in the field, covering such topics as ant colony optimization and probabilistic graphical models.

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Informazioni sull?autore

Rudolf Kruse and Sanaz Mostaghim are professors at the Department of Computer Science of the Otto von Guericke University of Magdeburg, Germany. Christian Borgelt is a principal researcher, and Christian Braune is a research assistant at the same institution. Matthias Steinbrecher is with SAP SE, Potsdam, Germany.

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This authoritative textbook provides a clear and logical introduction to the field, covering the fundamental concepts, algorithms and practical implementations behind efforts to develop systems that exhibit intelligent behavior in complex environments. This enhanced second edition to the definitive textbook on Computational Intelligence has been fully revised and expanded with new content on swarm intelligence, deep learning, fuzzy data analysis, and discrete decision graphs.

Topics and features:

  • Provides electronic supplementary material at an associated website, including module descriptions, lecture slides, exercises with solutions, and software tools
  • Contains numerous classroom-tested examples and definitions throughout the text
  • Presents useful insights into all that is necessary for the successful application of computational intelligence methods
  • Explains the theoretical background underpinning proposed solutions to common problems
  • Discusses in great detail the classical areas of artificial neural networks, fuzzy systems and evolutionary algorithms
  • Reviews the latest developments in the field, covering such topics as ant colony optimization and probabilistic graphical models

This accessible text is an essential reference for students of artificial intelligence and intelligent systems, and a valuable resource for all researchers and practitioners seeking a self-study primer on computational intelligence.

Rudolf Kruse and Sanaz Mostaghim are professors at the Department of Computer Science of the Otto von Guericke University of Magdeburg, Germany. Christian Borgelt is a principal researcher, and Christian Braune is a research assistant at the same institution. Matthias Steinbrecher is with SAP SE, Potsdam, Germany.

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

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2nd ed. XIII, 564 p. Hardcover....
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9781447173984: Computational Intelligence: A Methodological Introduction

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ISBN 10:  1447173988 ISBN 13:  9781447173984
Casa editrice: Springer, 2018
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Kruse, Rudolf et al.
Editore: London, Springer., 2016
ISBN 10: 1447172949 ISBN 13: 9781447172949
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Da: Universitätsbuchhandlung Herta Hold GmbH, Berlin, Germania

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2nd ed. XIII, 564 p. Hardcover. 2nd ed. Versand aus Deutschland / We dispatch from Germany via Air Mail. Einband bestoßen, daher Mängelexemplar gestempelt, sonst sehr guter Zustand. Imperfect copy due to slightly bumped cover, apart from this in very good condition. Stamped. Sprache: Englisch. Codice articolo 40866HB

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