Florent Forest

When, how long and how much? Interpretable neural networks for time series regression by learning to mask and aggregate

Abstract Time series extrinsic regression (TSER) aims to predict a continuous target variable from an input time series. It arises in domains such as healthcare, finance, environmental monitoring, and engineering, where both accuracy and interpretability are essential. Despite st...