Berry-Esseen Theorem for Sample Quantiles with Locally Dependent Data

We derive a Gaussian Central Limit Theorem for the sample quantiles based on locally dependent random variables with explicit convergence rate.Our approach is based on converting the problem to a sum of indicator random variables, applying Stein's method for local dependence, and bounding the distance between two normal distributions.We also generalize this approach to the joint convergence of sample quantiles with an explicit convergence rate.

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Publication Details

Journal
Latin American Journal of Probability and Mathematical Statistics
Published
2025-01-01
DOI
https://doi.org/10.30757/alea.v22-20
Primary Topic
Statistical Methods and Inference
Type
article
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article

Berry-Esseen Theorem for Sample Quantiles with Locally Dependent Data

Partha S. Dey, Grigory Terlov
Latin American Journal of Probability and Mathematical Statistics
Statistical Methods and Inference
article

Berry-Esseen Theorem for Sample Quantiles with Locally Dependent Data

Partha S. Dey, Grigory Terlov
article en

Abstract

We derive a Gaussian Central Limit Theorem for the sample quantiles based on locally dependent random variables with explicit convergence rate.Our approach is based on converting the problem to a sum of indicator random variables, applying Stein's method for local dependence, and bounding the distance between two normal distributions.We also generalize this approach to the joint convergence of sample quantiles with an explicit convergence rate.

Latin American Journal of Probability and Mathematical StatisticsVol. 22(1)
Openalex Percentile: Top 94%
Statistical Methods and Inference
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Berry-Esseen Theorem for Sample Quantiles with Locally Dependent Data — Partha S. Dey, Grigory Terlov · Latin American Journal of Probability and Mathematical Statistics (2025) | TGRS Research Map | TGRS