On the Estimation of the Probability Density by Trigonometric Series

被引:6
|
作者
Saadi, Nora [1 ]
Adjabi, Smail [1 ]
机构
[1] Univ Bejaia, Lab LAMOS, Bejaia 06000, Algeria
关键词
Density estimate; Mean integrated square error; Orthogonal trigonometric series;
D O I
10.1080/03610920802604202
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We present in this article an estimator based on a new orthogonal trigonometric series. We give its statistical properties (bias, variance, mean square error, and mean integrated square error) and the asymptotic properties (convergence of variance, convergence of the mean square error, convergence of the mean integrated square error, uniform convergence in probability, and the rate of convergence of the mean integrated square error). The comparison by simulation on a test density between the estimator obtained from a new trigonometric series with Fejer estimator also based on orthogonal trigonometric series, shows that our estimator is more performant in the sense of the mean integrated square error.
引用
收藏
页码:3583 / 3595
页数:13
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