On the regression method of estimation of population mean from incomplete survey data through imputation

When some observations in the sample data are missing, the application of the regression method is considered for the estimation of population mean with and without the use of imputation. The performance properties of the estimators based on the methods of mean imputation, regression imputation and no imputation are analyzed and the superiority of one method over the other is examined.

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Year of publication:	2005
Authors:	Toutenburg, Helge
Publisher:	München : Ludwig-Maximilians-Universität München, Sonderforschungsbereich 386 - Statistische Analyse diskreter Strukturen
Subject:	missing data mechanism \| regression analysis \| generalized additive models \| imputation \| MSE-superiority

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Series:	Discussion Paper ; 442
Type of publication:	Book / Working Paper
Type of publication (narrower categories):	Working Paper
Language:	English
Other identifiers:	10.5282/ubm/epub.1811 [DOI] 501290583 [GVK] hdl:10419/31123 [Handle]
Source:	EconStor

Persistent link: https://www.econbiz.de/10010276841