A new estimator and approach for estimating the subpopulation parameters

被引:1
|
作者
Salehi, Mohammad M. [1 ]
Seber, George A. F. [2 ]
机构
[1] Qatar Univ, Dept Math Stat & Phys, POB 2713, Doha, Qatar
[2] Univ Auckland, Stat Dept, Auckland, New Zealand
来源
JOURNAL OF TAIBAH UNIVERSITY FOR SCIENCE | 2021年 / 15卷 / 01期
关键词
Domain estimation; small area estimation; Taylor series approximation; transformation;
D O I
10.1080/16583655.2021.1979735
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Based on some theoretical results, we recommend a new algorithm for estimating the total and mean of a subpopulation variable for the case of a known subpopulation size, which is different from the algorithm recommended by most of sampling books. The latter usually recommend the multiplication of the subpopulation sample mean by the subpopulation size rather than the subpopulation total estimator for the unknown subpopulation size. We present a criterion to determine which estimator is more efficient. The criterion shows that the traditional total subpopulation estimator for unknown subpopulation size will be more efficient if the subpopulation mean is close to zero. Using an innovative procedure, we develop a new estimator, and we study its properties using real data. The new estimator is potentially an appropriate direct estimator in a composite estimator for small area estimation.
引用
收藏
页码:288 / 294
页数:7
相关论文
共 50 条
  • [21] A Bayesian approach for estimating the parameters of an α-stable distribution
    Karling, M. J.
    Lopes, S. R. C.
    Souza, R. M. de
    JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2021, 91 (09) : 1713 - 1748
  • [22] A BAYESIAN-APPROACH TO ESTIMATING HOUSEHOLD PARAMETERS
    ROSSI, PE
    ALLENBY, GM
    JOURNAL OF MARKETING RESEARCH, 1993, 30 (02) : 171 - 182
  • [23] ESTIMATING PARAMETERS OF STARTUP MODEL - AN EMPIRICAL APPROACH
    BALOFF, N
    JOURNAL OF INDUSTRIAL ENGINEERING, 1967, 18 (04): : 248 - &
  • [24] Estimating gap acceptance parameters with a Bayesian approach
    Ting, Samson
    Lymburn, Thomas
    Stemler, Thomas
    Sun, Yuchao
    Small, Michael
    TRANSPORTATION RESEARCH PART B-METHODOLOGICAL, 2025, 192
  • [25] Estimating the parameters of chirp signals: An iterative approach
    Ikram, MZ
    Abed-Meraim, K
    Hua, YB
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1998, 46 (12) : 3436 - 3441
  • [26] A novel approach to estimating harmonic/interharmonic parameters
    Jia, Wei
    Wang, Chang
    Xiang, Jing
    MEASUREMENT, 2025, 240
  • [27] Futures hedge ratio estimating model based on kernel estimator and EWMA approach
    Zhao, Guangjun
    Chi, Guotai
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 10359 - 10362
  • [28] A New Approach of Sperm Motility Subpopulation Structure in Donkey and Horse
    Gacem, Sabrina
    Valverde, Anthony
    Catalan, Jaime
    Ortiz, Ivan Yanez
    Soler, Carles
    Miro, Jordi
    FRONTIERS IN VETERINARY SCIENCE, 2021, 8
  • [29] A new variance estimator for parameters of semiparametric generalized additive models
    Flanders, WD
    Klein, M
    Tolbert, P
    JOURNAL OF AGRICULTURAL BIOLOGICAL AND ENVIRONMENTAL STATISTICS, 2005, 10 (02) : 246 - 257
  • [30] A new variance estimator for parameters of semiparametric generalized additive models
    W. Dana Flanders
    Mitch Klein
    Paige Tolbert
    Journal of Agricultural, Biological, and Environmental Statistics, 2005, 10 : 246 - 257