Estimation of Quadratic Finite Population Functions Using Calibration
Estimation of Quadratic Finite Population Functions Using Calibration
Author(s): Dalius Pumputis, Andrius ČiginasSubject(s): Economy
Published by: Główny Urząd Statystyczny
Keywords: calibrated estimator;penalized calibration;auxiliary variables;approximate variance
Summary/Abstract: Since the quadratic finite population functions can be expressed as totals over a synthetic population consisting of some ordered pairs of elements of the initial population, the traditional and penalized calibration technique is used to derive some calibrated estimators of the quadratic finite population functions. A linear combination of estimators discussed is considered as well. A comparison ofapproximate variances of the calibrated estimators is also presented. A simulation study is performed to analyze the empirical properties of the calibrated estimators of the finite population variance and covariance which appear as special cases of the quadratic functions. It is shown also how the calibrated estimators of the population covariance (variance) can be applied in regression estimation of the finite population total.
Journal: Statistics in Transition. New Series
- Issue Year: 12/2011
- Issue No: 2
- Page Range: 309-330
- Page Count: 22
- Language: English