OneLog: Towards End-to-End Training in Software Log Anomaly Detection

no code implementations • 15 Apr 2021 • Shayan Hashemi, Mika Mäntylä

We also found that cross-project anomaly detection is possible with a single project pair (Liberty and Spirit).

Anomaly Detection

Detecting Anomalies in Software Execution Logs with Siamese Network

no code implementations • 2 Feb 2021 • Shayan Hashemi, Mika Mäntylä

Additionally, we propose a hybrid model by combining the Siamese network with a traditional feedforward neural network to make end-to-end training possible, reducing engineering effort in setting up a deep-learning-based log anomaly detector.

Anomaly Detection Software Engineering