Convergence rate of structural risk minimization principle on quasi-probability space

In this paper, the concepts of annealed entropy, growth function and VC dimension are proposed on quasi-probability space; the rate of uniform convergence of structural risk minimization principle based on VC dimension on quasi-probability space are given and proven. These lay the theoretical basis to systematically establish statistical learning theory and construe support vector machine on quasi-probability.