A non-asymptotic upper bound in prediction for the PLS estimator

Luca Castelli, Irène Gannaz, Clément Marteau

We investigate the theoretical performances of the Partial Least Square (PLS) algorithm in a high dimensional context. We provide upper bounds on the risk in prediction for the sta…