Statistical Learning Theory and Stochastic Optimization

Statistical learning theory is aimed at analyzing complex data with necessarily approximate models. This book is intended for an audience with a graduate background in probability theory and statistics. It will be useful to any reader wondering why it may be a good idea, to use as is often done in practice a notoriously "wrong'''' (i.e. over-simplified) model to predict, estimate or classify. This...