Yıl 2018, Cilt 47, Sayı 4, Sayfalar 909 - 919 2018-08-01

Jackknife variance estimation from complex survey designs

Raghunath Arnab [1] , Antonio Arcos [2]

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Large scale surveys very often involve multi-stage sampling design, where the first-stage units are selected with varying probability sampling
without replacement method and the second and subsequent stages units are selected with varying or equal probability sampling schemes. It is well known (vide Chaudhuri and Arnab (1982)) that for such sampling designs it impossible to find an unbiased estimator of the variance of the estimator of the population total (or mean) as a homogeneous quadratic function of the estimators of the totals (means) of second-stage units without estimating variances of the estimators of the totals (means) of the second and sub-sequent stages of sampling. Wolter (1985) has shown that the Jackknife estimators of the population total based on unequal probability sampling overestimates the variance. In this paper we have proposed an alternative Jackknife estimator after reduction of bias from the original Jackknife estimator. The performances of the proposed Jackknife estimator and the original estimator are compared through simulation studies using Household Income and Expenditure Survey (HIES) 2002/03 data collected by CSO, Botswana. The simulation studies reveal that the proposed estimator fares better than the original Jackknife estimator in terms of relative bias and mean-square error.
Complex survey design, Inclusion probability proportional to size, Jackknife estimator, Variance estimation, Varying probability sampling
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Birincil Dil en
Konular Matematik ve İstatistik
Dergi Bölümü İstatistik
Yazarlar

Yazar: Raghunath Arnab (Sorumlu Yazar)

Yazar: Antonio Arcos

Bibtex @araştırma makalesi { hujms453124, journal = {Hacettepe Journal of Mathematics and Statistics}, issn = {1303-5010}, address = {Hacettepe Üniversitesi}, year = {2018}, volume = {47}, pages = {909 - 919}, doi = {}, title = {Jackknife variance estimation from complex survey designs}, key = {cite}, author = {Arnab, Raghunath and Arcos, Antonio} }
APA Arnab, R , Arcos, A . (2018). Jackknife variance estimation from complex survey designs. Hacettepe Journal of Mathematics and Statistics, 47 (4), 909-919. Retrieved from http://dergipark.gov.tr/hujms/issue/38872/453124
MLA Arnab, R , Arcos, A . "Jackknife variance estimation from complex survey designs". Hacettepe Journal of Mathematics and Statistics 47 (2018): 909-919 <http://dergipark.gov.tr/hujms/issue/38872/453124>
Chicago Arnab, R , Arcos, A . "Jackknife variance estimation from complex survey designs". Hacettepe Journal of Mathematics and Statistics 47 (2018): 909-919
RIS TY - JOUR T1 - Jackknife variance estimation from complex survey designs AU - Raghunath Arnab , Antonio Arcos Y1 - 2018 PY - 2018 N1 - DO - T2 - Hacettepe Journal of Mathematics and Statistics JF - Journal JO - JOR SP - 909 EP - 919 VL - 47 IS - 4 SN - 1303-5010- M3 - UR - Y2 - 2016 ER -
EndNote %0 Hacettepe Journal of Mathematics and Statistics Jackknife variance estimation from complex survey designs %A Raghunath Arnab , Antonio Arcos %T Jackknife variance estimation from complex survey designs %D 2018 %J Hacettepe Journal of Mathematics and Statistics %P 1303-5010- %V 47 %N 4 %R %U
ISNAD Arnab, Raghunath , Arcos, Antonio . "Jackknife variance estimation from complex survey designs". Hacettepe Journal of Mathematics and Statistics 47 / 4 (Ağustos 2018): 909-919.