Uncertain imputation for time-series forecasting: Application to COVID-19 daily mortality prediction

The object of this study is to put forward uncertainty modeling associated with missing time series data imputation in a predictive context. We propose three imputation methods associated with uncertainty modeling. These methods are evaluated on a COVID-19 dataset out of which some values have been...

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Bibliographic Details
Main Authors: Rayane Elimam, Nicolas Sutton-Charani, Stéphane Perrey, Jacky Montmain
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2022-10-01
Series:PLOS Digital Health
Online Access:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9931261/?tool=EBI