On the generalisation of Quatember’s bootstrap
On the generalisation of Quatember’s bootstrap
Author(s): Tomasz ŻądłoSubject(s): Methodology and research technology
Published by: Główny Urząd Statystyczny
Keywords: bootstrap for complex sampling designs; variance estimation; MSE estimation;
Summary/Abstract: The problem of the estimation of the design-variance and the design-MSE of different estimators and predictors is considered. Bootstrap algorithms applicable to complex sampling designs are used. A generalisation of the bootstrap procedure studied by Quatember (2014) is proposed. In most of the cases considered in our simulation study it leads to more accurate estimates (or to very similar ones in remaining cases) of the design-MSE and the design-variance compared with the original algorithm and its other counteparts.
Journal: Statistics in Transition. New Series
- Issue Year: 22/2021
- Issue No: 1
- Page Range: 163-178
- Page Count: 16
- Language: English