K-Splits: Improved K-Means Clustering Algorithm to Automatically Detect the Number of Clusters

This paper introduces k-splits, an improved hierarchical algorithm based on k-means to cluster data without prior knowledge of the number of clusters. K-splits starts from a small number of clusters and uses the most significant data distribution axis to split these clusters incrementally into bette...

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Bibliographic Details

Published in:	arXiv.org
Main Authors:	Mohammadi, Seyed Omid, Kalhor, Ahmad, Bodaghi, Hossein
Format:	Paper
Language:	English
Published:	Ithaca Cornell University Library, arXiv.org 24.05.2022
Subjects:	Algorithms Centroids Cluster analysis Clustering Datasets Vector quantization
ISSN:	2331-8422
Online Access:	Get full text
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