Temporal Logical Attention Network for Log-Based Anomaly Detection in Distributed Systems

• Published in: Sensors (Basel, Switzerland) Vol. 24; no. 24; p. 7949
• Main Authors: Liu, Yang, Ren, Shaochen, Wang, Xuran, Zhou, Mengjie
• Format: Journal Article
• Language: English
• Published: Switzerland MDPI AG 01.12.2024
• Subjects: anomaly detection; Cloud computing; Deep learning; distributed system logs; False alarms; Machine learning; Neural networks; Semantics; temporal logicalmodeling; deep learning; anomaly detection; temporal logicalmodeling; distributed system logs

Detecting anomalies in distributed systems through log analysis remains challenging due to the complex temporal dependencies between log events, the diverse manifestation of system states, and the intricate causal relationships across distributed components. This paper introduces a TLAN (Temporal Lo...