Concentration of empirical distribution functions with applications to non-i.i.d. models

preprint2010arXivOpen access

Abstract

The concentration of empirical measures is studied for dependent data, whose joint distribution satisfies Poincaré-type or logarithmic Sobolev inequalities. The general concentration results are then applied to spectral empirical distribution functions associated with high-dimensional random matrices.

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