Network Intelligence Research Center (NIRC)
Network Intelligence Research Center (NIRC)
Aug 19, 2023 · Artificial Intelligence

Detecting Time‑Series Anomalies with the Anomaly Transformer’s Association Discrepancy

The article explains how the Anomaly Transformer leverages prior‑ and series‑association discrepancies, a learnable Gaussian kernel, and a Minimax training strategy to distinguish normal from abnormal points in time‑series data, achieving state‑of‑the‑art results on five benchmark datasets.

Association DiscrepancyMinimax TrainingSOTA
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Detecting Time‑Series Anomalies with the Anomaly Transformer’s Association Discrepancy