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

被引:32
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
相关论文
共 17 条
[1]  
[Anonymous], 2010, ITC USAGE ENTERPRISE
[2]  
[Anonymous], 1991, J INFORM OPTIM SCI, DOI DOI 10.1080/02522667.1991.10699058
[3]  
[Anonymous], WORKING PAPER
[4]   SCRAMBLED RANDOMIZED-RESPONSE METHODS FOR OBTAINING SENSITIVE QUANTITATIVE DATA [J].
EICHHORN, BH ;
HAYRE, LS .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 1983, 7 (04) :307-316
[5]   A Correction Note on Improvement in Variance Estimation Using Auxiliary Information [J].
Grover, Lovleen Kumar .
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2010, 39 (05) :753-764
[6]   Estimation of sensitivity level of personal interview survey questions [J].
Gupta, S ;
Gupta, B ;
Singh, S .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2002, 100 (02) :239-247
[7]  
Gupta S., 2012, COMMUNICATIONS STAT, V41, P1
[8]  
Gupta S.N., 2004, STATISTICA, V64, P643
[9]   Mean and sensitivity estimation in optional randomized response models [J].
Gupta, Sat ;
Shabbir, Javid ;
Sehra, Supriti .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2010, 140 (10) :2870-2874
[10]   Efficient estimators of population mean using auxiliary attributes [J].
Koyuncu, Nursel .
APPLIED MATHEMATICS AND COMPUTATION, 2012, 218 (22) :10900-10905