Research Article

On the use of imputation methods for missing data in estimation of population mean under two-phase sampling design

Volume: 47 Number: 6 December 12, 2018
EN

On the use of imputation methods for missing data in estimation of population mean under two-phase sampling design

Abstract

Non-response is an unavoidable feature in sample surveys and it needs to be carefully handled to avoid the biased estimates of population characteristics/parameters. Imputation is one of the latest fascinating methods which is attracting the attention of survey practitioners to deal with the problems of non-response because it makes the survey data complete before the beginning of generating the survey estimates. The present work proposes some new imputation methods to compensate the missing data in two-phase sampling when non-response observed in samples of both the phases. The proposed imputation methods result in chain type estimators of population mean of study variable and the resultant estimators have shown the efficacious performances in terms of producing the more precise estimates. Properties of the proposed estimators are examined with the help of empirical and simulation studies. Results are critically analyzed and suitable recommendations are put forward to the survey   practitioners.

Keywords

References

  1. Ahmed M.S., Al-Titi, O., Al-Rawi, Z. and Abu-Dayyeh, W. Estimation of population mean using different imputation methods, Statistics in Transition, 7(6), 1247-1264, 2006.
  2. Anderson, T.W. An Introduction to Multivariate Statistical Analysis. John Wiley and Sons, Inc.,New York, 1958.
  3. Bhushan S. and Pandey P. P. Optimality of ratio type estimation methods for population mean in presence of missing data, Communication in Statistics – Theory and methods, 47(11), 2576-2589, 2018.
  4. Cochran, W. G. Sampling techniques, New-York, John Wiley and Sons, 1977.
  5. Diana, G. and Perri, P. F. Improved estimators of the population mean for misssing data, Communications in Statistics- Theory and Methods, 39, 3245-3251, 2010.
  6. Gira, Abdeltawab A. Estimation of population mean with a New Imputation Methods, Applied Mathematical Sciences, 9(34), 1663-1672, 2015.
  7. Kadilar, C. and Cingi, H. Estimators for the population mean in the case of missing data, Communications in Statistics- Theory and Methods, 37, 2226-2236, 2008.
  8. Kalton, G., Kasprzyk, D. and Santos, R. Issues of non-response and imputation in the Survey of Income and Program Participation. Current Topics in Survey Sampling, (D. Krewski, R. Platek and J.N.K. Rao, eds.), 455-480, Academic Press, New York, 1981.

Details

Primary Language

English

Subjects

Statistics

Journal Section

Research Article

Publication Date

December 12, 2018

Submission Date

February 20, 2017

Acceptance Date

February 12, 2018

Published in Issue

Year 2018 Volume: 47 Number: 6

APA
Singh, G. N., Suman, S., & Kadilar, C. (2018). On the use of imputation methods for missing data in estimation of population mean under two-phase sampling design. Hacettepe Journal of Mathematics and Statistics, 47(6), 1715-1729. https://izlik.org/JA48EX36FA
AMA
1.Singh GN, Suman S, Kadilar C. On the use of imputation methods for missing data in estimation of population mean under two-phase sampling design. Hacettepe Journal of Mathematics and Statistics. 2018;47(6):1715-1729. https://izlik.org/JA48EX36FA
Chicago
Singh, G. N., S. Suman, and Cem Kadilar. 2018. “On the Use of Imputation Methods for Missing Data in Estimation of Population Mean under Two-Phase Sampling Design”. Hacettepe Journal of Mathematics and Statistics 47 (6): 1715-29. https://izlik.org/JA48EX36FA.
EndNote
Singh GN, Suman S, Kadilar C (December 1, 2018) On the use of imputation methods for missing data in estimation of population mean under two-phase sampling design. Hacettepe Journal of Mathematics and Statistics 47 6 1715–1729.
IEEE
[1]G. N. Singh, S. Suman, and C. Kadilar, “On the use of imputation methods for missing data in estimation of population mean under two-phase sampling design”, Hacettepe Journal of Mathematics and Statistics, vol. 47, no. 6, pp. 1715–1729, Dec. 2018, [Online]. Available: https://izlik.org/JA48EX36FA
ISNAD
Singh, G. N. - Suman, S. - Kadilar, Cem. “On the Use of Imputation Methods for Missing Data in Estimation of Population Mean under Two-Phase Sampling Design”. Hacettepe Journal of Mathematics and Statistics 47/6 (December 1, 2018): 1715-1729. https://izlik.org/JA48EX36FA.
JAMA
1.Singh GN, Suman S, Kadilar C. On the use of imputation methods for missing data in estimation of population mean under two-phase sampling design. Hacettepe Journal of Mathematics and Statistics. 2018;47:1715–1729.
MLA
Singh, G. N., et al. “On the Use of Imputation Methods for Missing Data in Estimation of Population Mean under Two-Phase Sampling Design”. Hacettepe Journal of Mathematics and Statistics, vol. 47, no. 6, Dec. 2018, pp. 1715-29, https://izlik.org/JA48EX36FA.
Vancouver
1.G. N. Singh, S. Suman, Cem Kadilar. On the use of imputation methods for missing data in estimation of population mean under two-phase sampling design. Hacettepe Journal of Mathematics and Statistics [Internet]. 2018 Dec. 1;47(6):1715-29. Available from: https://izlik.org/JA48EX36FA