Inferential Issues in Model-Based Small Area Estimation: Some New Developments
Inferential Issues in Model-Based Small Area Estimation: Some New Developments
Author(s): J. N. K. RaoSubject(s): Economy
Published by: Główny Urząd Statystyczny
Keywords: area level models; complex parameters; informative sampling; model misspecification; robust estimation; unit level models
Summary/Abstract: Small area estimation (SAE) has seen a rapid growth over the past 10 years or so. Earlier work is covered in the author's book (Rao 2003). The main purpose of this paper is to highlight some new developments in model-based SAE since the publication of the author's book. A large part of the new theory addressed practical issues associated with the model-based approach, and we present some of those methods for area level and unit level models. We also briefly mention some new work on synthetic estimation of area means or totals based on implicit models.
Journal: Statistics in Transition. New Series
- Issue Year: 16/2015
- Issue No: 4
- Page Range: 491-510
- Page Count: 20
- Language: English