Smoothed LSTM-AE: A spatio-temporal deep model for multiple time-series missing imputation

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Dong Li, Linhao Li, Xianling Li, Zhiwu Ke, Qinghua Hu

Published: 01 Jan 2020, Last Modified: 20 May 2025Neurocomputing 2020EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Temporal information is used for accurate estimation.•AE architecture can handle different missing patterns.•Smooth regularization is added for more accurate estimation.