Abstract
The ranked-set sampling (RSS) is applicable in practical problems where the variable of interest for an observed item is costly or time-consuming but the ranking of a set of items according to the variable can be easily done without actual measurement. In this article, the M-estimates of location parameters using RSS data are studied. We deal mainly with symmetric location families. The asymptotic properties of M-estimates based on ranked-set samples are established. The properties of unbalanced ranked-set sample M-estimates are employed to develop the methodology for determining optimal ranked-set sampling schemes. The asymptotic relative efficiencies of ranked-set sample M-estimates are investigated. Some simulation studies are reported.
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References
Bai, Z. and Chen, Z. (2001). On the theory of ranked-set sampling and its ramifications, J. Statist. Plann. Inference, Special issue in honor of C. R. Rao (in print).
Bohn, L. L. and Wolfe, D. A. (1992). Nonparametric two-sample procedures for ranked-set samples data, J. Amer. Statist. Assoc., 87, 552–561.
Chen, Z. (1999). Density estimation using ranked-set sampling data, Environmental and Ecological Statistics, 6, 135–146.
Chen, Z. (2000a). On ranked-set sample quantiles and their applications, J. Statist. Plann. Inference, 83, 125–135.
Chen, Z. (2000b). The efficiency of ranked-set sampling relative to simple random sampling under multi-parameter families, Statist. Sinica, 10, 247–263.
Chen, Z. (2001). The optimal ranked-set sampling scheme for inference on population quantiles, Statist. Sinica, 11, 23–37.
Chen, Z. and Bai, Z. (2000). The optimal ranked-set sampling scheme for parametric families, Sankhyā Ser. A, 62, 178–192.
Dell, T. R. and Clutter, J. L. (1972). Ranked set sampling theory with order statistics background, Biometrics, 28, 545–555.
Fei, H., Sinha, B. K. and Wu, Z. (1994). Estimation of parameters in two-parameter Weibull and extreme-value distributions using ranked set sample, J. Statist. Res., 28, 149–162.
Hettmansperger, T. P. (1995). The ranked-set sampling sign test, J. Nonparametr. Statist., 4, 263–270.
Jones, M. V. (1988). Importance sampling for bootstrap confidence intervals, J. Amer. Statist. Assoc., 83, 709–714.
Kaur, A., Patil, G. P. and Taillie, C. (1996). Ranked set sample sign test under unequal allocation, Tech. Report, 96–0692, Department of Statistics, Center for Statistical Ecology and Environmental Statistics, Penn State University.
Kaur, A., Patil, G. P. and Taillie, C. (1997). Unequal allocation models for ranked set sampling with skew distributions, Biometrics, 53, 123–130.
Koti, K. M. and Babu, G. J. (1996). Sign test for ranked-set sampling, Comm. Statist. Theory Method, 25(7), 1617–1630.
McIntyre, G. A. (1952). A method of unbiased selective sampling, using ranked sets, Australian Journal of Agriculture Research, 3, 385–390.
Shen, W. (1994). Use of ranked set sampling for test of a normal mean, Calcutta Statist. Assoc. Bull., 44, 183–193.
Stokes, S. L. (1980a). Estimation of variance using judgment ordered ranked-set samples, Biometrics, 36, 35–42.
Stokes, S. L. (1980b). Inference on the correlation coefficient in bivariate normal populations from ranked set samples, J. Amer. Statist. Assoc., 75, 989–995.
Stokes, S. L. (1995). Parametric ranked set sampling, Ann. Inst. Statist. Math., 47(3), 465–482.
Stokes, S. L. and Sager, T. W. (1988). Characterization of a ranked-set sample with application to estimating distribution functions, J. Amer. Statist. Assoc., 83, 374–381.
Takahasi, K. and Wakimoto, K. (1968). On unbiased estimates of the population mean based on the sample stratified by means of ordering, Ann. Inst. Statist. Math., 30, 814–824.
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Zhao, X., Chen, Z. On the Ranked-Set Sampling M-Estimates for Symmetric Location Families. Annals of the Institute of Statistical Mathematics 54, 626–640 (2002). https://doi.org/10.1023/A:1022423429880
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DOI: https://doi.org/10.1023/A:1022423429880