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Computational Intelligence: A Methodological Introduction

Computational Intelligence: A Methodological Introduction

Paperback

Series: Texts in Computer Science

Technology & EngineeringGeneral Computers

ISBN10: 3030422291
ISBN13: 9783030422295
Publisher: Springer
Published: Mar 30 2023
Pages: 639
Weight: 1.99
Height: 1.32 Width: 6.14 Depth: 9.21
Language: English
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 third edition has been fully revised and expanded with new content on deep learning, scalarization methods, large-scale optimization algorithms, and collective decision-making algorithms.

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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Kruse, Rudolf

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General Computers