AER: Auto-Encoder with Regression for Time Series Anomaly Detection

Benchmark Model Rank Results
anomaly-detection-on-ucr-anomaly-archiveAuto-Encoder with Regression (AER)#1Average F1: 0.470
anomaly-detection-on-ucr-anomaly-archiveLSTM-DT#2Average F1: 0.391
anomaly-detection-on-ucr-anomaly-archiveLSTM-VAE#3Average F1: 0.317
anomaly-detection-on-ucr-anomaly-archiveLSTM-AE#4Average F1: 0.314
anomaly-detection-on-ucr-anomaly-archiveTadGAN#9Average F1: 0.162
anomaly-detection-on-ucr-anomaly-archiveARIMA#11Average F1: 0.124