Determination of Sample Size Selecting from Strata Under Nonlinear Cost Constraint by Using Goal Programming and Kuhn-Tucker Methods

Volume: 24 Number: 2 April 5, 2011
EN

Determination of Sample Size Selecting from Strata Under Nonlinear Cost Constraint by Using Goal Programming and Kuhn-Tucker Methods

Abstract

Although sampling methods are various, most frequently used method is Stratified Random Sampling in practice, especially, in case of heterogeneous population structure. One of the most important points, which should be considered, in the use of stratified random sampling method is how many units of samples should be selected from which stratum. Determination of optimum sample size to be selected from strata allows the sample to represent the population properly and increases precision of the obtained estimations. Kuhn-Tucker Method, which is accepted as a basic method for determination of sample sizes to be selected from strata in stratified random sampling, and the goal programming method, which can take into consideration the researcher’s multi-objectives, will be used in this study. It will be tried to minimize variance of sample mean statistics by using these methods under the non-linear cost constraint and superiorities of these methods over each other will be discussed under the light of the results obtained from the conducted simulation study.

 

 
 

Keywords: Goal programming, Kuhn-Tucker Method, nonlinear cost function, stratified random sampling.

 

 

Keywords

References

  1. Neyman, J., “On the two different aspects of the representative methods: The method stratified sampling and the method of purposive selection”, Royal Statistical Society, 97: 558-606 (1934).
  2. Bretthauer, K. M., Ross, A., Shetty , B., “Nonlinear integer programming for optimal allocation in stratified sampling”, European Journal of Operational Research, 116: 667-680 (1999).
  3. Cochran, W.G., “Sampling techniques”, 3rd Ed., John Wiley and Sons Inc., New York, 89-111 (1977).
  4. Chernyak, A., “Optimal allocation in stratified and double random sampling with a nonlinear cost function”, Journal of Mathematical Sciences, 103 (4): 525-528 (2001).
  5. Diaz-Garcia, J. A., “Optimum allocation in multivariate stratified sampling:Multi-objective programming”, I-06-07(PE), 1-22 (2006).
  6. Judez, L., Chaya, C., Miguel, J. M., Bru, R., “Stratification and sample size of data sources for agricultural mathematical programming models”, Mathematical and Computer Modelling, 43: 530- 535 (2006).
  7. Diaz-Garcia, J. A., Garay-Tapia M. M., “Optimum allocation in stratified surveys”, I-05-14(PE), 1-16 (2005).
  8. Bosch, V., Wildner, R., “Optimum allocation of stratified random samples designed for multiple mean estimates and multiple observed variables”, Communications in Statistics, 32 (10): 1897-1909 (2003).

Details

Primary Language

English

Subjects

-

Journal Section

-

Authors

S. Tuğba Şahin This is me

Publication Date

April 5, 2011

Submission Date

June 25, 2010

Acceptance Date

-

Published in Issue

Year 2011 Volume: 24 Number: 2

APA
Şahin, S. T., & Sahin, S. (2011). Determination of Sample Size Selecting from Strata Under Nonlinear Cost Constraint by Using Goal Programming and Kuhn-Tucker Methods. Gazi University Journal of Science, 24(2), 249-262. https://izlik.org/JA34LE98KP
AMA
1.Şahin ST, Sahin S. Determination of Sample Size Selecting from Strata Under Nonlinear Cost Constraint by Using Goal Programming and Kuhn-Tucker Methods. Gazi University Journal of Science. 2011;24(2):249-262. https://izlik.org/JA34LE98KP
Chicago
Şahin, S. Tuğba, and Sinem Sahin. 2011. “Determination of Sample Size Selecting from Strata Under Nonlinear Cost Constraint by Using Goal Programming and Kuhn-Tucker Methods”. Gazi University Journal of Science 24 (2): 249-62. https://izlik.org/JA34LE98KP.
EndNote
Şahin ST, Sahin S (April 1, 2011) Determination of Sample Size Selecting from Strata Under Nonlinear Cost Constraint by Using Goal Programming and Kuhn-Tucker Methods. Gazi University Journal of Science 24 2 249–262.
IEEE
[1]S. T. Şahin and S. Sahin, “Determination of Sample Size Selecting from Strata Under Nonlinear Cost Constraint by Using Goal Programming and Kuhn-Tucker Methods”, Gazi University Journal of Science, vol. 24, no. 2, pp. 249–262, Apr. 2011, [Online]. Available: https://izlik.org/JA34LE98KP
ISNAD
Şahin, S. Tuğba - Sahin, Sinem. “Determination of Sample Size Selecting from Strata Under Nonlinear Cost Constraint by Using Goal Programming and Kuhn-Tucker Methods”. Gazi University Journal of Science 24/2 (April 1, 2011): 249-262. https://izlik.org/JA34LE98KP.
JAMA
1.Şahin ST, Sahin S. Determination of Sample Size Selecting from Strata Under Nonlinear Cost Constraint by Using Goal Programming and Kuhn-Tucker Methods. Gazi University Journal of Science. 2011;24:249–262.
MLA
Şahin, S. Tuğba, and Sinem Sahin. “Determination of Sample Size Selecting from Strata Under Nonlinear Cost Constraint by Using Goal Programming and Kuhn-Tucker Methods”. Gazi University Journal of Science, vol. 24, no. 2, Apr. 2011, pp. 249-62, https://izlik.org/JA34LE98KP.
Vancouver
1.S. Tuğba Şahin, Sinem Sahin. Determination of Sample Size Selecting from Strata Under Nonlinear Cost Constraint by Using Goal Programming and Kuhn-Tucker Methods. Gazi University Journal of Science [Internet]. 2011 Apr. 1;24(2):249-62. Available from: https://izlik.org/JA34LE98KP