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 and modified by 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 , for fixed. We study nonasymptotic properties by using a Gaussian approximation which yields uniform Berry-Esseen type bounds depending on and provides estimates of the uniform quadratic risk reduction. A closed-form expression of the limiting covariance matrices is derived as . In the two-way contingency table case the limiting process has a simple explicit formula.
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