Anomaly Detection from System Tracing Data Using Multimodal Deep Learning

• Published in: IEEE ... International Conference on Cloud Computing pp. 179 - 186
• Main Authors: Nedelkoski, Sasho, Cardoso, Jorge, Kao, Odej
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.07.2019
• Subjects: AIOps; Anomaly detection; Cloud computing; Data models; Deep learning; Distributed databases; distributed tracing; LSTM; multimodal deep learning; service reliability; Task analysis; Time factors

The concept of Artificial Intelligence for IT Operations (AIOps) combines big data and machine learning methods to replace a broad range of IT operations including availability and performance monitoring of services. Such platforms typically use separate models for each modality of monitoring data (...