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9781447172949: Computational Intelligence: A Methodological Introduction (Texts in Computer Science)

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Sinopsis

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.

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Acerca del autor

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.

De la contraportada

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.

"Sobre este título" puede pertenecer a otra edición de este libro.

  • EditorialSpringer
  • Año de publicación2016
  • ISBN 10 1447172949
  • ISBN 13 9781447172949
  • EncuadernaciónTapa dura
  • IdiomaInglés
  • Número de edición2
  • Número de páginas580
  • Contacto del fabricanteno disponible

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Otras ediciones populares con el mismo título

9781447173984: Computational Intelligence: A Methodological Introduction (Texts in Computer Science)

Edición Destacada

ISBN 10:  1447173988 ISBN 13:  9781447173984
Editorial: Springer, 2018
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