Research Article

Using extreme values and fractional raw moments for mean estimation in stratified random sampling

Volume: 47 Number: 2 April 1, 2018
  • Shoaib Ali
  • Manzoor Khan
  • Javid Shabbir *
EN

Using extreme values and fractional raw moments for mean estimation in stratified random sampling

Abstract

Unusual observations can occur in sample survey data. Mean estimator is sensitive to very large and/or small values, if included in sample. It can provide biased results and ultimately, tempted to delete from the sample data. Extreme values, if known, can be retained in data and used as the auxiliary information to increase the precision of estimate. Similarly, a known auxiliary variable is always source of improvement in precision of estimates. A transformation can be used for the auxiliary variable to get even more precised estimates. In this article, we have suggested modified estimators for finite population mean when a sample is drawn under stratified random sampling design. We used extreme values and fractional raw moments of the auxiliary variable and suggested improved ratio, product and regression type estimators. By theoretical comparison, efficiency of proposed estimators is established and numerical and simulation studies are conducted to support the theoretical results.

Keywords

References

  1. Al-Hossain, A. Y. and Khan, M. Efficiency of ratio, product, and regression estimators under maximum and minimum values, using two auxiliary variables, Journal of Applied Mathematics, 6 pages, 2014.
  2. Cochran, W. The estimation of the yields of cereal experiments by sampling for the ratio of grain to total produce, The Journal of Agricultural Science 30(02), 26-275, 1940.
  3. Hansen, M. H., Hurwitz, W. N., and Gurney, M. Problems and methods of the sample survey of business, Journal of the American Statistical Association 41(234), 173-189, 1946.
  4. Khan, M. and Shabbir, J. Some improved ratio, product, and regression estimators of finite population mean when using minimum and maximum values, The Scientific World Journal, 7 pages, 2013.
  5. Särndal, C.-E. Sample survey theory vs. general statistical theory: Estimation of the population mean, International Statistical Review/Revue Internationale de Statistique 40, 1-12, 1972.
  6. Singh, R. and Mangat, N. S. Elements of Survey Sampling, Kluwer Academic Publishers, Netherlands, 1996.

Details

Primary Language

English

Subjects

Mathematical Sciences

Journal Section

Research Article

Authors

Shoaib Ali This is me

Manzoor Khan This is me

Javid Shabbir * This is me

Publication Date

April 1, 2018

Submission Date

November 27, 2015

Acceptance Date

June 14, 2016

Published in Issue

Year 2018 Volume: 47 Number: 2

APA
Ali, S., Khan, M., & Shabbir, J. (2018). Using extreme values and fractional raw moments for mean estimation in stratified random sampling. Hacettepe Journal of Mathematics and Statistics, 47(2), 383-402. https://izlik.org/JA99LK52CS
AMA
1.Ali S, Khan M, Shabbir J. Using extreme values and fractional raw moments for mean estimation in stratified random sampling. Hacettepe Journal of Mathematics and Statistics. 2018;47(2):383-402. https://izlik.org/JA99LK52CS
Chicago
Ali, Shoaib, Manzoor Khan, and Javid Shabbir. 2018. “Using Extreme Values and Fractional Raw Moments for Mean Estimation in Stratified Random Sampling”. Hacettepe Journal of Mathematics and Statistics 47 (2): 383-402. https://izlik.org/JA99LK52CS.
EndNote
Ali S, Khan M, Shabbir J (April 1, 2018) Using extreme values and fractional raw moments for mean estimation in stratified random sampling. Hacettepe Journal of Mathematics and Statistics 47 2 383–402.
IEEE
[1]S. Ali, M. Khan, and J. Shabbir, “Using extreme values and fractional raw moments for mean estimation in stratified random sampling”, Hacettepe Journal of Mathematics and Statistics, vol. 47, no. 2, pp. 383–402, Apr. 2018, [Online]. Available: https://izlik.org/JA99LK52CS
ISNAD
Ali, Shoaib - Khan, Manzoor - Shabbir, Javid. “Using Extreme Values and Fractional Raw Moments for Mean Estimation in Stratified Random Sampling”. Hacettepe Journal of Mathematics and Statistics 47/2 (April 1, 2018): 383-402. https://izlik.org/JA99LK52CS.
JAMA
1.Ali S, Khan M, Shabbir J. Using extreme values and fractional raw moments for mean estimation in stratified random sampling. Hacettepe Journal of Mathematics and Statistics. 2018;47:383–402.
MLA
Ali, Shoaib, et al. “Using Extreme Values and Fractional Raw Moments for Mean Estimation in Stratified Random Sampling”. Hacettepe Journal of Mathematics and Statistics, vol. 47, no. 2, Apr. 2018, pp. 383-02, https://izlik.org/JA99LK52CS.
Vancouver
1.Shoaib Ali, Manzoor Khan, Javid Shabbir. Using extreme values and fractional raw moments for mean estimation in stratified random sampling. Hacettepe Journal of Mathematics and Statistics [Internet]. 2018 Apr. 1;47(2):383-402. Available from: https://izlik.org/JA99LK52CS