LogDAPT: Log Data Anomaly Detection with Domain-Adaptive Pretraining (industry track)
Abstract
References
Index Terms
- LogDAPT: Log Data Anomaly Detection with Domain-Adaptive Pretraining (industry track)
Recommendations
Log-based anomaly detection with deep learning: how far are we?
ICSE '22: Proceedings of the 44th International Conference on Software EngineeringSoftware-intensive systems produce logs for troubleshooting purposes. Recently, many deep learning models have been proposed to automatically detect system anomalies based on log data. These models typically claim very high detection accuracy. For ...
Robust log-based anomaly detection on unstable log data
ESEC/FSE 2019: Proceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software EngineeringLogs are widely used by large and complex software-intensive systems for troubleshooting. There have been a lot of studies on log-based anomaly detection. To detect the anomalies, the existing methods mainly construct a detection model using log event ...
LogSD: Detecting Anomalies from System Logs through Self-Supervised Learning and Frequency-Based Masking
Log analysis is one of the main techniques that engineers use for troubleshooting large-scale software systems. Over the years, many supervised, semi-supervised, and unsupervised log analysis methods have been proposed to detect system anomalies by ...
Comments
Information & Contributors
Information
Published In

Sponsors
In-Cooperation
- IFIP: International Federation for Information Processing
Publisher
Association for Computing Machinery
New York, NY, United States
Publication History
Check for updates
Author Tags
Qualifiers
- Research-article
- Research
- Refereed limited
Conference
Acceptance Rates
Contributors
Other Metrics
Bibliometrics & Citations
Bibliometrics
Article Metrics
- 0Total Citations
- 261Total Downloads
- Downloads (Last 12 months)180
- Downloads (Last 6 weeks)7
Other Metrics
Citations
View Options
Login options
Check if you have access through your login credentials or your institution to get full access on this article.
Sign in