A random walk through Canadian contributions on empirical processes and their applications in probability and statistics

Pub Date : 2022-10-05 DOI:10.1002/cjs.11730
Miklós Csörgő, Donald A. Dawson, Bouchra R. Nasri, Bruno N. Rémillard
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Abstract

In this article, we present a review of important results and statistical applications obtained or generalized by Canadian pioneers and their collaborators, for empirical processes of independent and identically distributed observations, pseudo-observations, and time series. In particular, we consider weak convergence and strong approximations results, as well as tests for model adequacy such as tests of independence, tests of goodness-of-fit, tests of change point, and tests of serial dependence for time series. We also consider applications of empirical processes of interacting particle systems for the approximation of measure-valued processes.

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随机浏览加拿大在经验过程及其在概率和统计中的应用方面的贡献
在这篇文章中,我们回顾了加拿大先驱及其合作者在独立和同分布观测、伪观测和时间序列的经验过程中获得或推广的重要结果和统计应用。特别是,我们考虑了弱收敛性和强近似结果,以及模型充分性测试,如独立性测试、拟合优度测试、变化点测试和时间序列的序列相关性测试。我们还考虑了相互作用粒子系统的经验过程在测度值过程近似中的应用。
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