Książka Evolutionary Data Clustering: Algorithms and Applications Hossam Faris

Evolutionary Data Clustering: Algorithms and Applications

Język: Angielski
Oprawa: Twarda
Dostępność: Dostępna u dostawcy
Wysyłamy za 10-13 dni
761.32
This book provides an in-depth analysis of the current evolutionary clustering techniques. It discus...

Informacje o książce

Język
Angielski
Oprawa
Książka - Twarda
Data wydania
2021
strony
260
EAN
9789813341906
ISBN
9813341904
Enbook ID
33447084
Waga
559
Wymiary
160 x 241 x 20

Pełny opis

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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