Time Series Imputation via Integration of Revealed Information Based on the Residual Shortcut Connection

Recovering missing values plays a significant role in time series tasks in practical applications. How to replace the missing data and build the dependency relations from the incomplete sample set is still a challenge. The previous research has found that residual network (ResNet) helps to form a de...

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Bibliographic Details
Main Authors: Jinjin Zhang, Xiaodong Mu, Jiansheng Fang, Yue Yang
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8762121/