International Institute for Management Development

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...