Computational Intelligence : A Methodological Introduction

Kruse, Rudolf; Mostaghim, Sanaz; Borgelt, Christian; Braune, Christian; Steinbrecher, Matthias

ISBN 10: 3030422267 / ISBN 13: 9783030422264

Editore: Springer, 2022

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Dati bibliografici

• Titolo: Computational Intelligence : A Methodological Introduction
• Editore: Springer
• Data di pubblicazione: 2022
• Lingua: Inglese
• ISBN 10: 3030422267
• ISBN 13: 9783030422264
• Rilegatura: Rilegato
• Edizione: terza edizione
• Condizione: As New

Descrizione articolo

Riassunto

<div>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&nbsp;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.&nbsp;<br></div><div><div><br></div><div>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.</div></div>

Informazioni sull?autore

<p><b>Dr. Rudolf Kruse</b>&nbsp;is the former leader of the Computational Intelligence Research Group and now Emeritus Professor of the Department of Computer Science at the University of Magdeburg, Germany.&nbsp;<b>Dr. Sanaz Mostaghim</b>&nbsp;is a full Professor of Computer Science and&nbsp;<b>Dr.</b>&nbsp;<b>Christian Braune</b>&nbsp;is a Senior Lecturer at the same institution.&nbsp;<b>Dr. Christian Borgelt</b>&nbsp;is a Professor of Data Science at the Paris Lodron University of Salzburg, Austria.&nbsp;<b>Dr. Matthias Steinbrecher</b>&nbsp;is a Development Architect at SAP SE, Potsdam, Germany.&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;</p><p>&nbsp;</p>