Improved density peak clustering with a flexible manifold distance and natural nearest neighbors for network intrusion detection

Abstract Recently, density peak clustering (DPC) has gained attention for its ability to intuitively determine the number of classes, identify arbitrarily shaped clusters, and automatically detect and exclude anomalies. However, DPC faces challenges as it considers only the global distribution, resu...

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Bibliographic Details

Published in:	Scientific Reports
Main Authors:	Hongbo Wang, Jinyu Zhang, Yu Shen, Siqi Wang, Bo Deng, Wentao Zhao
Format:	Article
Language:	English
Published:	Nature Portfolio 2025-03-01
Subjects:	Density peak clustering Natural nearest neighbors Manifold distance Network intrusion detection
Online Access:	https://doi.org/10.1038/s41598-025-92509-4