Improving Robustness on Seasonality-Heavy Multivariate Time Series Anomaly Detection

no code implementations • 25 Jul 2020 • Farzaneh Khoshnevisan, Zhewen Fan, Vitor R. Carvalho

Robust Anomaly Detection (AD) on time series data is a key component for monitoring many complex modern systems.

Anomaly Detection Generative Adversarial Network +2

RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal Multivariate Time Series

no code implementations • 16 Nov 2019 • Farzaneh Khoshnevisan, Zhewen Fan

Robust anomaly detection is a requirement for monitoring complex modern systems with applications such as cyber-security, fraud prevention, and maintenance.

Anomaly Detection Causal Inference +3