TLGRU: time and location gated recurrent unit for multivariate time series imputation

Abstract Multivariate time series are widely used in industrial equipment monitoring and maintenance, health monitoring, weather forecasting and other fields. Due to abnormal sensors, equipment failures, environmental interference and human errors, the collected multivariate time series usually have...

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Bibliographic Details
Main Authors: Ruimin Wang, Zhenghui Zhang, Qiankun Wang, Jianzhi Sun
Format: Article
Language:English
Published: SpringerOpen 2022-09-01
Series:EURASIP Journal on Advances in Signal Processing
Subjects:
Online Access:https://doi.org/10.1186/s13634-022-00907-x