eBook: Evolutionary Data Clustering: Algorithms and Applications (DRM PDF)
 
電子書格式: DRM PDF
作者: Ibrahim Aljarah, Hossam Faris, Seyedali Mirjalili 
系列: Algorithms for Intelligent Systems
分類: Optimization ,
Algorithms & data structures ,
Data mining ,
Artificial intelligence ,
Expert systems / knowledge-based systems  
書城編號: 22518971


售價: $2074.00

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製造商: Springer Singapore
出版日期: 2021/02/20
ISBN: 9789813341913
 
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商品簡介
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.
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Seyedali Mirjalili 作者作品表

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