This book, "Advances in Regression and Classification Regularization-based Models" is devoted to pushing the frontier of development of classification and regression prediction models. Recent advances in the so-called regularization methods open the doors for a myriad of possible advanced modeling techniques, which are yet to be discovered. The current monograph proposes a few such advances, and discusses, from theoretical point of view, the merits of the proposed approaches vis-a-vis the classical approaches.

