Seyed Abolfazl Motahari

Uniform Convergence of Lipschitz Functions with Dependent Gaussian Samples

In many practical learning problems, training samples are not i.i.d., and there is an intrinsic dependency among samples. Therefore, theoretical study of learning with dependent data has recently gained attention. In this paper, we provide a uniform convergence bound for the class of Lipschitz funct…