Awesome Log-based Anomaly Detection

A list of Papers on log-based anomaly detection. Papers of time series anomaly detection are shown in another repo. You are welcome to open an issue and pull your requests if you think any paper that is important but not are inclueded in this repo. The papers are orgnized in log parsing (previous step of anomaly detection), log monitoring (application of log analysis), anomaly detection and survey.

• Loganomaly: Unsupervised detection of sequential and quantitative anomalies in unstructured logs -IJCAI 2019
• Robust log-based anomaly detection on unstable log data - FSE 2019
• Prefix: Switch failure prediction in datacenter networks -SIGMETRICS 2018
• DeepLog: Anomaly Detection and Diagnosis from System Logs through Deep Learning - CCS 2017
• Mining Invariants from Logs for System Problem Detection - USENIX 2010