Критерий оценки качества решающей функции по эмпирическому риску в задаче классификации.

Abstract

The problem of statistical robustness of decision rules in the task of classification is considered. We will investigate whether Vapnik–Chervonenkis estimations of error probability may be improved. A new criterion estimating error probability by the empirical risk is proposed.