JOURNAL ARTICLE

Reweighted Nadaraya-Watson Estimator of the Regression Mean

Raid B. SalhaHazem I. El Shekh Ahmed

Year: 2015 Journal:   International Journal of Statistics and Probability Vol: 4 (1)   Publisher: Canadian Center of Science and Education

Abstract

In this paper, the estimation of the regression mean using the Reweighted Nadaraya-Watson (RNW) estimator has been considered. The RNW is a modification of the Nadaraya-Watson (NW) estimator in order to obtain some more refinement estimator. We have considered some conditions under which the asymptotic normality of the proposed estimator has been derived. Then we generalized this result to the multivariate case by considering the estimation of the regression mean at distinct points.

Keywords:
Estimator Mathematics Statistics Watson Asymptotic distribution Multivariate statistics Regression Mean squared error Regression analysis Applied mathematics Econometrics Artificial intelligence Computer science

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Citation History

Topics

Advanced Statistical Methods and Models
Physical Sciences →  Mathematics →  Statistics and Probability
Fuzzy Systems and Optimization
Physical Sciences →  Mathematics →  Statistics and Probability
Statistical Distribution Estimation and Applications
Physical Sciences →  Mathematics →  Statistics and Probability

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