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K-means clustering algorithms: A comprehensive review, variants analysis, and advances in the era of big data

Information Sciences · 2022 · Vol. 622 · pp. 178–210
Abiodun M. IkotunAbsalom E. EzugwuLaith AbualigahBelal AbuhaijaHeming Jia
Advanced Clustering Algorithms ResearchFace and Expression RecognitionData Mining Algorithms and ApplicationsCluster analysisBig dataComputer scienceData miningAlgorithmData scienceArtificial intelligence
Citations
1,849
FWCI
233.88
field-weighted impact
References
285
Percentile
100%
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Citations per year
References
Data clustering
ACM Computing Surveys · 1999 · 13,065 citations
Pattern classification and scene analysis
IEEE Transactions on Automatic Control · 1974 · 3,412 citations
A simple and fast algorithm for K-medoids clustering
Expert Systems with Applications · 2008 · 2,053 citations
The global k-means clustering algorithm
Pattern Recognition · 2002 · 3,604 citations
An efficient k-means clustering algorithm: analysis and implementation
IEEE Transactions on Pattern Analysis and Machine Intelligence · 2002 · 5,599 citations
Finding groups in data: an introduction to cluster analysis
Choice Reviews Online · 1991 · 10,616 citations
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K-means clustering algorithms: A comprehensive review, variants analysis, and advances in the era of big data · Scinovex