Bounds on the Rate of Convergence of Learning Processes
In this chapter we consider bounds on the rate of uniform convergence. We consider upper bounds (there exist lower bounds as well (Vapnik and Chervonenkis, 1974), however, they are not as important for controlling the learning processes as the upper bounds).
KeywordsReal Function Indicator Function Uniform Convergence Growth Function Generalization Ability
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