Swarm Intelligence - Aboul Ella Hassanien, Eid Emary

Swarm Intelligence

Principles, Advances, and Applications
Buch | Hardcover
228 Seiten
2015
Crc Press Inc (Verlag)
978-1-4987-4106-4 (ISBN)
119,95 inkl. MwSt
Swarm Intelligence: Principles, Advances, and Applications delivers in-depth coverage of bat, artificial fish swarm, firefly, cuckoo search, flower pollination, artificial bee colony, wolf search, and gray wolf optimization algorithms. The book begins with a brief introduction to mathematical optimization, addressing basic concepts related to swarm intelligence, such as randomness, random walks, and chaos theory. The text then:



Describes the various swarm intelligence optimization methods, standardizing the variants, hybridizations, and algorithms whenever possible
Discusses variants that focus more on binary, discrete, constrained, adaptive, and chaotic versions of the swarm optimizers
Depicts real-world applications of the individual optimizers, emphasizing variable selection and fitness function design
Details the similarities, differences, weaknesses, and strengths of each swarm optimization method
Draws parallels between the operators and searching manners of the different algorithms

Swarm Intelligence: Principles, Advances, and Applications presents a comprehensive treatment of modern swarm intelligence optimization methods, complete with illustrative examples and an extendable MATLAB® package for feature selection in wrapper mode applied on different data sets with benchmarking using different evaluation criteria. The book provides beginners with a solid foundation of swarm intelligence fundamentals, and offers experts valuable insight into new directions and hybridizations.

Aboul Ella Hassanien is a full professor in the Information Technology Department of the Faculty of Computers and Information at Cairo University, Giza, Egypt. Widely published and highly decorated, he is the founder and chair of the Scientific Research Group in Egypt, has established the Egyptian Rough Sets Society, and is chairing the Egyptian International Rough Set Society Chapter. He has served as a general chair, co-chair, program chair, and program committee member of various international conferences, and as a reviewer and guest editor for numerous international journals. His research interests include computational intelligence, network security, animal identification, and more. Eid Emary is currently a lecturer in the Information Technology Department of the Faculty of Computers and Information at Cairo University, Giza, Egypt. He has authored or co-authored more than 15 research publications in peer-reviewed journals, book chapters, and conference proceedings. He has served as a technical program committee member of various international conferences, and as a reviewer for numerous international journals. His research interests are in the areas of computer vision, mathematical optimization, pattern recognition, video and image processing, machine learning, data mining, and biometrics.

Introduction. Bat Algorithm. Artificial Fish Swarm Algorithm. Cuckoo Search Algorithm. Firefly Algorithm. Flower Pollination Algorithm. Artificial Bee Colony Optimization. Wolf-Based Search Algorithms. Bird's-Eye View.

Erscheint lt. Verlag 3.12.2015
Zusatzinfo 43 Tables, black and white; 25 Illustrations, black and white
Verlagsort Bosa Roca
Sprache englisch
Maße 178 x 254 mm
Gewicht 566 g
Themenwelt Informatik Theorie / Studium Algorithmen
Technik Elektrotechnik / Energietechnik
ISBN-10 1-4987-4106-1 / 1498741061
ISBN-13 978-1-4987-4106-4 / 9781498741064
Zustand Neuware
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