Christian Borgelt
Computational Intelligence
A Methodological Introduction
Buch
Computational intelligence (CI) encompasses a range of nature-inspired methods that exhibit intelligent behavior in complex environments.This clearly-structured, classroom-tested textbook/reference presents a methodical introduction to the field of CI. Providing an authoritative insight into all that is necessary for the successful application of CI methods, the book describes fundamental concepts and their practical implementations, and explains the theoretical background underpinning proposed solutions to common problems. Only a basic knowledge of mathematics is required.Topics and features:Provides electronic supplementary material at an a…
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Beschreibung
Computational intelligence (CI) encompasses a range of nature-inspired methods that exhibit intelligent behavior in complex environments.This clearly-structured, classroom-tested textbook/reference presents a methodical introduction to the field of CI. Providing an authoritative insight into all that is necessary for the successful application of CI methods, the book describes fundamental concepts and their practical implementations, and explains the theoretical background underpinning proposed solutions to common problems. Only a basic knowledge of mathematics is required.Topics and features:Provides electronic supplementary material at an associated website, including module descriptions, lecture slides, exercises with solutions, and software toolsContains numerous examples and definitions throughout the textPresents self-contained discussions on artificial neural networks, evolutionary algorithms, fuzzy systems and Bayesian networksCovers the latest approaches, including ant colony optimization and probabilistic graphical modelsWritten by a team of highly-regarded experts in CI, with extensive experience in both academia and industryStudents of computer science will find the text a must-read reference for courses on artificial intelligence and intelligent systems. The book is also an ideal self-study resource for researchers and practitioners involved in all areas of CI.
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Produktdetails
Weitere Autoren: Held, Pascal / Klawonn, Frank / Kruse, Rudolf / Moewes, Christian / Steinbrecher, Matthias
- ISBN: 978-1-4471-5849-3
- EAN: 9781447158493
- Produktnummer: 17556579
- Verlag: Springer London
- Sprache: Englisch
- Erscheinungsjahr: 2015
- Seitenangabe: 504 S.
- Masse: H23.5 cm x B15.5 cm x D2.6 cm 756 g
- Auflage: 2013
- Abbildungen: Paperback
- Gewicht: 756
Über den Autor
Rudolf Kruse is a full professor at the Department of Computer Science of the Otto-von-Guericke University of Magdeburg, Germany, where he leads the working group on computational intelligence. Christian Moewes and Pascal Held are research assistants at the same institution. Christian Borgelt is a principal researcher at the European Centre for Soft Computing, Mieres, Spain. Frank Klawonn is a Professor at the Department of Computer Science of Ostfalia University of Applied Sciences, Wolfenbüttel, Germany. Matthias Steinbrecher is a member of the SAP Innovation Center, Potsdam, Germany.
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