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Distributed log anomaly detection method based on improved HDBSCAN

Abstract As a critical information source in distributed systems and large-scale IoT infrastructures, log data serves as the foundation for fault diagnosis and security auditing. However, the explosive growth of unstructured and dynamically changing log data poses significant challenges for real-tim...

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Principais autores: Xunyun Wu, Jiabin Wang, Xilong Lin, Jiexuan Zhuang, Hao Cheng
Format: Artigo
Sprog:Inglês
Udgivet: Springer 2026-06-01
Serier:Discover Computing
Fag:
Log anomaly detection
HDBSCAN
Distributed computing
Drain algorithm
Spark
Online adgang:https://doi.org/10.1007/s10791-026-10253-3
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