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Computational Intelligence: A Methodological Introduction (2013)

Contributor(s): Kruse, Rudolf (Author), Borgelt, Christian (Author), Klawonn, Frank (Author), Moewes, Christian (Author), Steinbrecher, Matthias (Author), Held, Pascal (Author)

ISBN: 9781447158493

Publisher: Springer

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Pub Date: February 8, 2015

Dewey: 006.3

Lexile Code: 0000

Features: Illustrated, Maps

Target Age Group: NA to NA

Physical Info: 1.01" H x 9.25" L x 6.10" W ( 1.54 lbs) 492 pages

Series: Texts in Computer Science

Descriptions, Reviews, etc.

Description: This classroom-tested book discusses artificial neural networks, evolutionary algorithms, fuzzy systems and Bayesian networks, covering ant colony optimization and probabilistic graphical models. Includes examples, illustrations and definitions throughout.

Review Quotes:

From the reviews:

"This book teaches computational intelligence (CI) in a thorough, methodological manner that is theoretically profound and educationally oriented. ... this book is well designed for the independent student who wishes to learn the fundamentals of CI without the need for an instructor. The organization and thorough step-by-step methodology makes it an excellent startup guide for someone who wants to learn CI ... . This book is targeted at beginners, students, or professionals who wish to understand CI." (Mario Antoine Aoun, Computing Reviews, February, 2014)

"The book under review is a textbook that features sub-symbolic approaches developed within the field of Artificial Intelligence ... . It can be used as a companion book for lectures, with exercises and slides to be found on the book's website. With its focus on sub-symbolic approaches, it presents a comprehensive and detailled source of information complementary to other commonly used textbooks in Artificial Intelligence that mostly focus on symbolic approaches." (Jana Köhler, zbMATH, Vol. 1283, 2014)

"The book is a comprehensive treatise on computational intelligence with a focus on the underlying methodology and algorithms. ... The reader can enjoy a comprehensive and systematically arranged exposure of the material. ... The references following each chapter can serve as a list of introductory readings on the individual areas of computational intelligence. ... the reader gains a good sense of computational intelligence as an important endeavor supporting analysis and synthesis of intelligent systems. ... a useful compendium of knowledge for a broad audience." (Witold Pedrycz, Mathematical Reviews, November, 2013)

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