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Diffusion models with self-conditioning guidance for multivariate time series anomaly detection

Yushi Li, Zhenyu Wen, Ziwen Chen, Jie Mei, Mengxue Lin, Ming Zhu

2025Knowledge-Based Systems5 citationsDOI

Topics & Concepts

Anomaly detectionComputer scienceLeverage (statistics)Artificial intelligencePattern recognition (psychology)Data miningSeries (stratigraphy)Anomaly (physics)Multivariate statisticsFeature (linguistics)Time seriesAlgorithmProcess (computing)Feature extractionIterative and incremental developmentDiffusion mapIterative reconstructionDiffusionData modelingFeature vectorNoise reductionIterative methodArtificial neural networkFault Detection and Control SystemsAnomaly Detection Techniques and ApplicationsTime Series Analysis and Forecasting
Diffusion models with self-conditioning guidance for multivariate time series anomaly detection | Litcius