An Effective and Adaptable K-means Algorithm for Big Data Cluster Analysis

•A novel k-means clustering algorithm based on Lévy flight trajectory (Lk-means) is proposed.•The defects of Xk-means clustering algorithm are analyzed.•Experiments are conducted to compare it with the baseline model on 10 open source data sets. Tradition K-means clustering algorithm is easy to fall...

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Bibliographic Details

Published in:	Pattern recognition Vol. 139; p. 109404
Main Authors:	Hu, Haize, Liu, Jianxun, Zhang, Xiangping, Fang, Mengge
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 01.07.2023
Subjects:	[formula omitted]-means algorithm Clustering centroids Global search Local optimization Lévy flight K-means algorithm Clustering centroids Global search Local optimization Lévy flight
ISSN:	0031-3203, 1873-5142
Online Access:	Get full text
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