Far East Journal of Theoretical Statistics

The Far East Journal of Theoretical Statistics publishes original research papers and survey articles in the field of theoretical statistics, covering topics such as Bayesian analysis, multivariate analysis, and stochastic processes.

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ON THE REGRESSION ESTIMATION FROM $\tilde{\rho}$-MIXING SAMPLES

Authors

  • Mounir Arfi

Keywords:

regression, kernel estimate, $\tilde{\rho}$-mixing

DOI:

https://doi.org/10.17654/0972086323001

Abstract

We give the rate of the uniform convergence for the kernel estimate of the regression function over a sequence of compact sets which increases to $\mathbb{R}^{d}$ when n grows to infinity and the observed process is $\tilde{\rho}$-mixing. The used estimator for the regression function is the kernel estimator proposed by Nadaraya [10] and Watson [12]. 

Received: October 19, 2022; Revised: November 13, 2022; Accepted: December 15, 2022; Published: December 23, 202

References

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D. Bosq, Nonparametric statistics for stochastic processes, Lecture Notes in Statistics, 110, Springer-Verlag, 1996.

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R. C. Bradley, On the spectral density and asymptotic normality of weakly dependent random fields, J. Theoret. Probab. 5 (1992), 355-373.

W. Bryc and W. Smolenski, Moment conditions for almost sure convergence of weakly correlated random variables, Proc. Amer. Math. Soc. 119 (1993), 629-635.

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M. Peligrad and A. Gut, Almost sure results for a class of dependent random variables, J. Theoret. Probab. 12 (1999), 87-104.

E. A. Nadaraya, On estimating regression, Theory Probab. Appl. 9 (1964), 141-142.

G. Shixin, Almost sure convergence for -mixing random variables sequences, Statist. Probab. Lett. 67 (2004), 289-298.

G. S. Watson, Smooth regression analysis, Sankhya 26 (1964), 359-372.

Published

2022-12-23

Issue

Section

Articles

How to Cite

ON THE REGRESSION ESTIMATION FROM $\tilde{\rho}$-MIXING SAMPLES. (2022). Far East Journal of Theoretical Statistics , 67(1), 1-14. https://doi.org/10.17654/0972086323001

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