Evolutionary data clustering : algorithms and applications /
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Imprint: | Singapore : Springer, [2021] |
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Description: | 1 online resource (xii, 248 pages) : illustrations (chiefly color). |
Language: | English |
Series: | Algorithms for intelligent systems, 2524-7565 Algorithms for intelligent systems, |
Subject: | |
Format: | E-Resource Book |
URL for this record: | http://pi.lib.uchicago.edu/1001/cat/bib/12612106 |
Other authors / contributors: | Aljarah, Ibrahim, editor. Faris, Hossam, editor. Mirjalili, Seyedali, editor. |
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ISBN: | 9789813341913 9813341912 9789813341906 9813341904 |
Digital file characteristics: | text file |
Notes: | Includes bibliographical references. Online resource; title from PDF title page (SpringerLink, viewed March 17, 2021). |
Summary: | This book provides an in-depth analysis of the current evolutionary clustering techniques. It discusses the most highly regarded methods for data clustering. The book provides literature reviews about single objective and multi-objective evolutionary clustering algorithms. In addition, the book provides a comprehensive review of the fitness functions and evaluation measures that are used in most of evolutionary clustering algorithms. Furthermore, it provides a conceptual analysis including definition, validation and quality measures, applications, and implementations for data clustering using classical and modern nature-inspired techniques. It features a range of proven and recent nature-inspired algorithms used to data clustering, including particle swarm optimization, ant colony optimization, grey wolf optimizer, salp swarm algorithm, multi-verse optimizer, Harris hawks optimization, beta-hill climbing optimization. The book also covers applications of evolutionary data clustering in diverse fields such as image segmentation, medical applications, and pavement infrastructure asset management. |
Other form: | Printed edition: 9789813341906 Printed edition: 9789813341920 Printed edition: 9789813341937 |
Standard no.: | 10.1007/978-981-33-4191-3 |
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