The Vicinal Risk Minimization Principle and the SVMs

In this chapter we introduce a new principle for minimizing the expected risk called the vicinal risk minimization (VRM) principle.’ We use this principle for solving our main problems: pattern recognition, regression estimation, and density estimation.