Anomoly detection of Mulyivariate timeseries data

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Describe the issue: The autoencoders and concept of reconstruction error has been used for the anomaly detection in the multivariate numerical data has not working properly for trends and seasonality

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Can you be more specific about your question? Not sure I understand. Our AD solution does not use autoencoder.