JOURNAL ARTICLE

On the rate of asymptotic normality of integral weighted kernel estimator in a non parametric regression model for φ -mixing random variables

Liwang DingCaoqing Jiang

Year: 2024 Journal:   Communication in Statistics- Theory and Methods Vol: 54 (2)Pages: 604-619   Publisher: Taylor & Francis

Abstract

In this article, we study the convergence rate of asymptotic normality for the estimator in a non parametric regression model under φ-mixing random variables by using the blockwise technique. With different choices of the parameters, the rates are shown as O(n−1/9) and O(n−1/6). We also carry out some simulation studies and a real data analysis to support the theoretical results established here.

Keywords:
Mathematics Estimator Statistics Kernel regression Parametric statistics Mixing (physics) Kernel (algebra) Applied mathematics Asymptotic distribution Physics Combinatorics

Metrics

0
Cited By
0.00
FWCI (Field Weighted Citation Impact)
20
Refs
0.02
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

Probability and Risk Models
Social Sciences →  Decision Sciences →  Management Science and Operations Research
Stochastic processes and statistical mechanics
Physical Sciences →  Mathematics →  Mathematical Physics
Statistical Methods and Inference
Physical Sciences →  Mathematics →  Statistics and Probability

Related Documents

JOURNAL ARTICLE

Asymptotic normality for the estimator of non parametric regression model under ϕ-mixing errors

Lulu ZhengYang DingXuejun Wang

Journal:   Communication in Statistics- Theory and Methods Year: 2016 Vol: 46 (14)Pages: 6764-6773
JOURNAL ARTICLE

ON ASYMPTOTIC NORMALITY OF THE KERNEL ESTIMATOR FOR NEGATIVELY DEPENDENT RANDOM VARIABLES

Amadou GningMouhamed MarSaliou Diouf

Journal:   Far East Journal of Theoretical Statistics Year: 2024 Vol: 68 (2)Pages: 373-383
JOURNAL ARTICLE

Asymptotic normality of Powell’s kernel estimator

Kengo Kato

Journal:   Annals of the Institute of Statistical Mathematics Year: 2010 Vol: 64 (2)Pages: 255-273
JOURNAL ARTICLE

Asymptotic normality of kernel estimates in a regression model for random fields

Mohamed El MachkouriRadu S. Stoica

Journal:   Journal of nonparametric statistics Year: 2010 Vol: 22 (8)Pages: 955-971
© 2026 ScienceGate Book Chapters — All rights reserved.