arxivstat.MLcs.LGstat.ME2026-07-02
Autorelevance function and other feature relevance measures for univariate time series
Julian Cardenas, Jamie Arjona, Pedro Delicado
We propose a model agnostic methodology to measure lag relevance in machine learning forecasting models applied to univariate time series. Particularly, we are working in the context of time series using the frameworks of Ghost variables and Shapley values, together with additive…