Peter Bühlmann Boosting Methods: Why they can be useful for High-Dimensional Data ****************************************************************** We present an extended abstract about boosting. We describe first in section 1 (in a self-contained way) a generic functional gradient descent algorithm, which yields a general representation of boosting. Properties of boosting or functional gradient descent are then very briefly summarized in section