This book added four new chapters and updated some of the existing chapters. Because many readers are familiar with the layout of the ?rst edition, we have tried to change it as little as possible. Chapter 18 explores the “p N” problem, which is learning in high-dimensional feature spaces. These problems arise in many areas, including genomic and proteomic studies, and document classi?cation.