Aboul Ella Hassanien, Eid Emary ... 228 pages - Publisher: CRC Press; (November, 2015) ...
Language: English -
ISBN-10: 1498741061 -
ISBN-13: 978-1498741064.
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.