
arXiv: 1803.06907
We study the empirical measure associated to a sample of size $n$ and modified by $N$ 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 $n\rightarrow +\infty$, for $N$ fixed. We study nonasymptotic properties by using a Gaussian approximation which yields uniform Berry-Esseen type bounds depending on $n, N$ and provides estimates of the uniform quadratic risk reduction. A closed-form expression of the limiting covariance matrices is derived as $N\rightarrow +\infty$. In the two-way contingency table case the limiting process has a simple explicit formula.
46 pages
62G30, 330, Analysis of variance and covariance (ANOVA), Mathematics - Statistics Theory, auxiliary information, Statistics Theory (math.ST), 62G30, 62G20, 60F05, 60F17, 510, Raking-ratio method, strong approximation, 60F05, Sampling theory, sample surveys, FOS: Mathematics, 62G20, empirical processes, Functional limit theorems; invariance principles, [STAT.TH] Statistics [stat]/Statistics Theory [stat.TH], contingency table, raking-ratio method, [STAT.TH]Statistics [stat]/Statistics Theory [stat.TH], Contingency tables, Sinkhorn algorithm, Density estimation, nonparametric statistics, 60F17
62G30, 330, Analysis of variance and covariance (ANOVA), Mathematics - Statistics Theory, auxiliary information, Statistics Theory (math.ST), 62G30, 62G20, 60F05, 60F17, 510, Raking-ratio method, strong approximation, 60F05, Sampling theory, sample surveys, FOS: Mathematics, 62G20, empirical processes, Functional limit theorems; invariance principles, [STAT.TH] Statistics [stat]/Statistics Theory [stat.TH], contingency table, raking-ratio method, [STAT.TH]Statistics [stat]/Statistics Theory [stat.TH], Contingency tables, Sinkhorn algorithm, Density estimation, nonparametric statistics, 60F17
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