Hinge-FM2I: an approach using image inpainting for interpolating missing data in univariate time series

Abstract Accurate time series forecasts are crucial for various applications, such as traffic management, electricity consumption, and healthcare. However, limitations in models and data quality can significantly impact forecasts’ accuracy. One common issue with data quality is the absence of data p...

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Bibliographic Details

Published in:	Scientific Reports
Main Authors:	Saad Noufel, Nadir Maaroufi, Mehdi Najib, Mohamed Bakhouya
Format:	Article
Language:	English
Published:	Nature Portfolio 2025-02-01
Subjects:	Univariate time series Missing data imputation Interpolation Image inpainting
Online Access:	https://doi.org/10.1038/s41598-025-86382-4