Support Vector Machines for Classification Problems.- Method of Maximum Margin.-Dual Problem.-Soft Margin.- C- Support Vector Classification.-C- Support Vector Classification with Nominal Attributes.-LOO Bounds for Support Vector Machines.-Introduction .-LOO bounds for ε-Support Vector Regression.- LOO Bounds for Support Vector Ordinal Regression Machine .- Support Vector Machines for Multi-Class Classification Problems.-K-class Linear Programming...