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Bayesian bounds for population proportion under ranked set sampling. (English) Zbl 07551446

Summary: In this article, we consider a dichotomous population characterized by the parameter \(p\) defined as the proportion of individuals in the population possessing certain characteristic. The unknown proportion \(p\) is our parameter of interest in the present work. Under the assumption that \(p\) is a random quantity we derive a Bayesian Crammer-Rao (BCR) bound in connection with the estimation of \(p\). The proposed procedure is based on a ranked set sample (RSS) observed on the variable of interest which is binary in nature. This RSS-based approach is compared with its corresponding SRS (simple random sample) counterpart in the cases of both perfect and imperfect rankings. The proposed procedure is applied for estimating the proportion of children aged \(12--23\) months (to the mothers aged 15–49 years of rural India) who are not immunized with the vaccine against measles using National Family Health Survey-3 (2005–2006) data of India.

MSC:

62F10 Point estimation
62F15 Bayesian inference
Full Text: DOI

References:

[1] Arnold, B. C.; Balakrishnan, N.; Nagaraja, H. N., 1992. A First Course in Order Statistics, New York: Wiley, New York · Zbl 0850.62008
[2] Arslan, G.; Ozturk, O., Parametric inference based on partially rank ordered set samples, 2013. Journal of the Indian Statistical Association, 51, 1-24 · Zbl 1462.62144
[3] Barabesi, L.; El-Sharaawi, A., The efficiency of ranked set sampling for parameter estimation, 2001. Statistics & Probability Letters, 53, 189-99 · Zbl 1006.62013
[4] Biradar, B. S.; Santosha, C. D., Estimation of the mean of the exponential distribution using maximum ranked set sampling with unequal samples, 2014. Open Journal of Statistics, 4, 8, 641
[5] Bohn, L. L.; Wolfe, D. A., The effect of imperfect judgment rankings on properties of procedures based on the ranked-set samples analog of the Mann-Whitney-Wilcoxon statistic, 1994. Journal of the American Statistical Association, 89, 425, 168-76 · Zbl 0800.62251
[6] Bouza, N. C., Sampling using ranked sets: Concepts, results and perspectives, 2005. Revista Investigacion Operacional, 26, 3, 275-93 · Zbl 1204.62009
[7] Chen, Z., The efficiency of ranked-set sampling relative to simple random sampling under multi-parameter families, 2000. Statistica Sinica, 10, 247-63 · Zbl 0970.62011
[8] Chen, H.; Stasny, E. A.; Wolfe, D. A., Ranked set sampling for efficient estimation of a population proportion, 2005. Statistics in Medicine, 24, 3319-29
[9] Chen, H.; Stasny, E. A.; Wolfe, D. A., Unbalanced ranked set sampling for estimating a population proportion, 2006. Biometrics, 62, 150-58 · Zbl 1091.62019
[10] Chen, H.; Stasny, E. A.; Wolfe, D. A., Improved procedures for estimation of disease prevalence using ranked set sampling, 2007. Biometrical Journal, 49, 4, 530-38 · Zbl 1442.62305
[11] Chen, H.; Stasny, E. A.; Wolfe, D. A.; MacEachern, S. N., Unbalanced ranked set sampling for estimating a population proportion under imperfect rankings, 2009. Communications in Statistics: Theory and Methods, 38, 12, 2116-25 · Zbl 1167.62009
[12] Dell, T. . R.; Clutter, J. L., Ranked set sampling theory with order statistics background, 1972. Biometrics, 28, 545-55 · Zbl 1193.62047
[13] Fligner, M. A.; MacEachern, S. N., Nonparametric two-sample methods for ranked-set sample data, 2006. Journal of the American Statistical Association, 101, 475, 1107-18 · Zbl 1120.62314
[14] Frey, J., New imperfect ranking models for ranked set sampling, 2007. Journal of Statistical Planning and Inference, 35, 585-96 · Zbl 1142.62029
[15] Frey, J., A note on Fisher information and imperfect ranked-set sampling, 2014. Communications in Statistics: Theory and Methods, 43, 14, 2726-33 · Zbl 1297.62014
[16] Frey, J., A more efficient mean estimator for judgement post-stratification, 2016. Journal of Statistical Computation and Simulation, 86, 7, 1404-14 · Zbl 1510.62158
[17] Gill, D. R.; Levit, Y. B., Applications of the van trees inequality: A Bayesian Cramer-Rao bound, 1995. Bernoulli, 1, 1-2, 059-079 · Zbl 0830.62035
[18] Gory, J.; Ozturk, O., Analysis of the nhanes iii data set using ranked set and judgment post-stratified samples, 2015. Advances and Applications in Statistics, 47, 1, 65 · Zbl 1388.62321
[19] Hatefi, A.; Jozani, J. M., Fisher information in different types of perfect and imperfect ranked set samples from finite mixture models, 2013. Journal of Multivariate Analysis, 119, 16-31 · Zbl 1277.62051
[20] Kvam, H. P., Ranked set sampling based on binary water quality data with covariates, 2003. Journal of Agricultural, Biological, and Environmental Statistics, 8, 3, 271-79
[21] Lacayo, H.; Neerchal, N. K.; Sinha, B. K., Ranked set sampling from a dichotomous population, 2002. Journal of Applied Statistical Science, 11, 1, 83-90 · Zbl 1108.62304
[22] McIntyre, G. A., A method for unbiased selective sampling, using ranked sets, 1952. Australian Journal of Agricultural Research, 3, 385-90
[23] Mdg, Millennium development goals india country report 2015, 2015. Social Statistics Division Ministry of Statistics and Programme Implementation Government of India
[24] Nahhas, W. R.; Wolfe, A. D.; Chen, H., Ranked set sampling: Cost and optimal set size, 2002. Biometrics, 58, 964-71 · Zbl 1210.62005
[25] Ozturk, O., Inference in the presence of ranking error in ranked set sampling, 2008. Canadian Journal of Statistics, 36, 4, 577-94 · Zbl 1166.62032
[26] Ozturk, O., Parametric estimation of location and scale parameters in ranked set sampling, 2011. Journal of Statistical Planning and Inference, 141, 4, 1616-22 · Zbl 1204.62027
[27] Perrona, F.; Sinha, B. K., Estimation of variance based on a ranked set sample, 2004. Journal of Statistical Planning and Inference, 120, 21-28 · Zbl 1041.62024
[28] Stark, G. V.; Wolfe, D. A., Imperfect ranking models for ranked-set sampling, 2007. International Journal of Statistical Sciences, 6, 203-22
[29] Stoica, P.; Ng, C. B., On the Cramer-Rao bound under parametric constraints, 1998. IEEE Signal Processing Letters, 5, 7, 177-79
[30] Stokes, L. S., Estimation of variance using judgement ordered ranked set samples, 1980. Biometrics, 36, 35-42 · Zbl 0425.62023
[31] Stokes, L., Parametric ranked set sampling, 1995. Annals of the Institute of Statistical Mathematics, 47, 465-82 · Zbl 0840.62029
[32] Terpstra, J. T., On estimating a population proportion via ranked set sampling, 2004. Biometrical Journal, 46, 264-72 · Zbl 1442.62650
[33] Terpstra, J. T.; Miller, Z. A., Exact inference for a population proportion based on a ranked set sample, 2006. Communications in Statistics: Simulation and Computation, 35, 1, 19-27 · Zbl 1086.62008
[34] Terpstra, J. T.; Nelson, E. J., Optimal rank set sampling estimates for a population proportion, 2005. Journal of Statistical Planning and Inference, 127, 309-21 · Zbl 1083.62009
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