Exponential-Type Estimators of the Mean of a Sensitive Variable in the Presence of Nonsensitive Auxiliary Information

被引:30
|
作者
Koyuncu, Nursel [1 ]
Gupta, Sat [2 ]
Sousa, Rita [3 ]
机构
[1] Hacettepe Univ, Dept Stat, Ankara, Turkey
[2] Univ N Carolina, Dept Math & Stat, Greensboro, NC 27412 USA
[3] New Univ Lisbon & Stat Portugal, Lisbon, Portugal
关键词
Absolute relative bias; Exponential estimator; Mean squared error; Randomized response technique; Regression estimator; IMPROVEMENT;
D O I
10.1080/03610918.2012.737492
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
Sousa et al. and Gupta et al. suggested ratio and regression-type estimators of the mean of a sensitive variable using nonsensitive auxiliary variable. This article proposes exponential-type estimators using one and two auxiliary variables to improve the efficiency of mean estimator based on a randomized response technique. The expressions for the mean squared errors (MSEs) and bias, up to first-order approximation, have been obtained. It is shown that the proposed exponential-type estimators are more efficient than the existing estimators. The gain in efficiency over the existing estimators has also been shown with a simulation study and by using real data.
引用
收藏
页码:1583 / 1594
页数:12
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