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Auxiliary information : the raking-ratio empirical process

Statistics Theory 2019-01-10 v2 Statistics Theory

Abstract

We study the empirical measure associated to a sample of size nn and modified by NN iterations of the raking-ratio method. This empirical measure is adjusted to match the true probability of sets in a finite partition which changes each step. We establish asymptotic properties of the raking-ratio empirical process indexed by functions as n+n\rightarrow +\infty, for NN fixed. We study nonasymptotic properties by using a Gaussian approximation which yields uniform Berry-Esseen type bounds depending on n,Nn, N and provides estimates of the uniform quadratic risk reduction. A closed-form expression of the limiting covariance matrices is derived as N+N\rightarrow +\infty. In the two-way contingency table case the limiting process has a simple explicit formula.

Keywords

Cite

@article{arxiv.1803.06907,
  title  = {Auxiliary information : the raking-ratio empirical process},
  author = {Mickael Albertus and Philippe Berthet},
  journal= {arXiv preprint arXiv:1803.06907},
  year   = {2019}
}

Comments

46 pages

R2 v1 2026-06-23T00:57:30.292Z