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Swarm Intelligence: Principles, Advances, and Applications

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by Aboul Ella Hassanien & Eid Alamry
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Swarm Intelligence: Principles, Advances, and Applications by Aboul Ella Hassanien & Eid Alamry

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.To view this DRM protected ebook on your desktop or laptop you will need to have Adobe Digital Editions installed. It is a free software. We also strongly recommend that you sign up for an AdobeID at the Adobe website. For more details please see FAQ 1&2. To view this ebook on an iPhone, iPad or Android mobile device you will need the Adobe Digital Editions app, or BlueFire Reader or Txtr app. These are free, too. For more details see this article.

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Ebook Details
Pages: 210
Size: 10.2 MB
Publisher: CRC Press
Date published:   2015
ISBN: 9781498741071 (DRM-PDF)

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This product is listed in the following categories:

Nonfiction > Technology > Electronics
Nonfiction > Computers > Machine Theory
Nonfiction > Mathematics > Arithmetic

These authors have products in the following categories:

Nonfiction > Computers > Artificial Intelligence
Nonfiction > Business & Economics
Nonfiction > Business & Economics > Management
Nonfiction > Business & Economics > Knowledge Capital
Nonfiction > Technology > Electronics
Nonfiction > Computers > Machine Theory
Nonfiction > Mathematics > Arithmetic

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