Sliding-Window Signatures for Time Series: Application to Electricity Demand Forecasting

Nina Drobac, Margaux Brégère, Joseph de Vilmarest +1

Nonlinear and delayed effects of covariates often render time series forecasting challenging. To this end, we propose a novel forecasting framework based on ridge regression with s…