GLAD-PAW: Graph-Based Log Anomaly Detection by Position Aware Weighted Graph Attention Network

• Published in: Advances in Knowledge Discovery and Data Mining Vol. 12712; pp. 66 - 77
• Main Authors: Wan, Yi, Liu, Yilin, Wang, Dong, Wen, Yujin
• Format: Book Chapter
• Language: English
• Published: Switzerland Springer International Publishing AG 2021; Springer International Publishing
• Series: Lecture Notes in Computer Science
• Subjects: Anomaly detection; Graph neural network; Log data

Anomaly detection is a crucial and challenging subject that has been studied within diverse research areas. In this work, we focus on log data (especially computer system logs) which is a valuable source to investigate system status and detect system abnormality. In order to capture transition patte...