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Experience Report: Deep Learning-based System Log Analysis for Anomaly Detection. (arXiv:2107.05908v2 [cs.SE] UPDATED)
cs.LG updates on arXiv.org arxiv.org
Logs have been an imperative resource to ensure the reliability and
continuity of many software systems, especially large-scale distributed
systems. They faithfully record runtime information to facilitate system
troubleshooting and behavior understanding. Due to the large scale and
complexity of modern software systems, the volume of logs has reached an
unprecedented level. Consequently, for log-based anomaly detection,
conventional manual inspection methods or even traditional machine
learning-based methods become impractical, which serve as a catalyst for the
rapid development of deep …
analysis anomaly detection arxiv deep learning detection learning report