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Jia-Nan Liu

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#machine learning Preprint Sep 2026

Bayesian Tensor Autoencoder with Physics-informed Predictive Prior for Multi-dimensional Time Series Anomaly Detection

To incorporate the predictive prior into the reconstruction-based AE, a Bayesian fusion approach is proposed and this approach can enhance the modeling capability of the model for normal data and mitigate the over-generalization problem of AE.

Jia-Nan Liu, Chun-Guang Li · 0 citations