A Simulation Study: Population Distribution Function Estimation Using Dual Auxiliary Information under Stratified Sampling Scheme

Author:

Ahmad Sohaib1,Hussain Sardar12ORCID,Zahid Erum3,Iftikhar Anum4,Hussain Saddam5ORCID,Shabbir Javid2ORCID,Aamir Muhammad1ORCID

Affiliation:

1. Department of Statistics, Abdul Wali Khan University, Mardan, Pakistan

2. Department of Statistics, Quaid-i-azam University, Islamabad, Pakistan

3. Institute of Space Technology, Islamabad, Pakistan

4. School of Statistics, Shanxi University of Finance and Economics, Taiyuan, China

5. Department of Mathematics and Statistics, Institute of Southern Punjab, Multan, Pakistan

Abstract

In survey sampling, information on auxiliary variables related to the main variable is often available in many practical problems. Since the mid-twentieth century, researchers have taken a keen interest in the use of auxiliary information, due to its usefulness in estimation methods. In this article, our main objective is to discover the problem associated with estimation of the finite population distribution function, using the known auxiliary variable, which occurs as the sample distribution function and the rank of the auxiliary variable. A new family of the finite population distribution function estimators is proposed in the stratified sampling scheme. The mathematical equations for the bias and mean square error have been obtained for each proposed estimator, along with the efficiency conditions. Besides theoretical efficiency comparison, an empirical study has also been conducted to analyze the performance of estimators. A simulation study is also performed to observe the efficiency of the proposed estimators. The implementation of the proposed sampling scheme is illustrated by a practical example.

Publisher

Hindawi Limited

Subject

General Engineering,General Mathematics

Reference29 articles.

1. Use of extreme values to estimate finite population mean under pps sampling scheme;S. Ahmad;Journal of Reliability and Statistical Studies,2018

2. A New Ratio Estimator in Stratified Random Sampling

3. Ratio type exponential estimators of population mean under linear transformation of auxiliary variable: theory and methods;L. K. G rover;South African Statistical Journal,2011

4. A new estimator of finite population mean based on the dual use of the auxiliary information

5. Estimation of finite population mean under PPS in presence of maximum and minimum values

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