Estimation of Parameters of Nadarajah-Haghighi Extension of the Exponential Distribution Using Perfect and Imperfect Ranked Set Sample
Yugoslav journal of operations research, Tome 30 (2020) no. 2, p. 177
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The ranked set sampling (RSS) is a cost-effective method of sampling that
can be used in a wide range of statistical problems. In this paper, the shape and the
scale parameters of Nadarajah-Haghighi extension of the exponential distribution are
estimated based on a simple random sample (SRS) and RSS. Three cases are considered:
1) the scale parameter is known; 2) the shape parameter is known; 3) both shape and
scale parameters are unknown. Observations are done when the ranking mechanism in
the ranked set sample is perfect and when it is not. Method of moments, the maximum
likelihood method, and a modification of the maximum likelihood method are used. The
obtained estimators are compared in terms of their biases and mean square errors (MSE).
The results revealed that estimators based on RSS tend to show better properties (smaller
bias and MSE) relative to their SRS counterparts, regardless of the quality of the ranking.
Classification :
62F10, 62F07
Keywords: Nadarajah-Haghighi Extension of the Exponential Distribution, Ranked set Sampling, Simple Random Sampling, Imperfect Ranking.
Keywords: Nadarajah-Haghighi Extension of the Exponential Distribution, Ranked set Sampling, Simple Random Sampling, Imperfect Ranking.
@article{YJOR_2020_30_2_a3,
author = {Marija Mini\'c},
title = {Estimation of {Parameters} of {Nadarajah-Haghighi} {Extension} of the {Exponential} {Distribution} {Using} {Perfect} and {Imperfect} {Ranked} {Set} {Sample}},
journal = {Yugoslav journal of operations research},
pages = {177 },
year = {2020},
volume = {30},
number = {2},
language = {en},
url = {http://geodesic.mathdoc.fr/item/YJOR_2020_30_2_a3/}
}
TY - JOUR AU - Marija Minić TI - Estimation of Parameters of Nadarajah-Haghighi Extension of the Exponential Distribution Using Perfect and Imperfect Ranked Set Sample JO - Yugoslav journal of operations research PY - 2020 SP - 177 VL - 30 IS - 2 UR - http://geodesic.mathdoc.fr/item/YJOR_2020_30_2_a3/ LA - en ID - YJOR_2020_30_2_a3 ER -
%0 Journal Article %A Marija Minić %T Estimation of Parameters of Nadarajah-Haghighi Extension of the Exponential Distribution Using Perfect and Imperfect Ranked Set Sample %J Yugoslav journal of operations research %D 2020 %P 177 %V 30 %N 2 %U http://geodesic.mathdoc.fr/item/YJOR_2020_30_2_a3/ %G en %F YJOR_2020_30_2_a3
Marija Minić. Estimation of Parameters of Nadarajah-Haghighi Extension of the Exponential Distribution Using Perfect and Imperfect Ranked Set Sample. Yugoslav journal of operations research, Tome 30 (2020) no. 2, p. 177 . http://geodesic.mathdoc.fr/item/YJOR_2020_30_2_a3/