A functional linear model for time series prediction with exogenous variables

This note deals with the study of a functional linear model for time series prediction which combines a functional endogenous predictor and real and functional exogenous variables. A penalized BB-spline type estimator for the real and functional coefficients is presented and some weak consistency results are derived under suitable conditions.