Parametric and Nonparametric Regression with Missing X's - A Review

Toutenburg, Helge; Heumann, Christian; Nittner, T. und Scheid, S. (2002): Parametric and Nonparametric Regression with Missing X's - A Review. Sonderforschungsbereich 386, Discussion Paper 286

Abstract

This paper gives a detailed overview of the problem of missing data in parametric and nonparametric regression. Theoretical basics, properties as well as simulation results may help the reader to get familiar with the common problem of incomplete data sets. Of course, not all occurences can be discussed so this paper could be seen as an introduction to missing data within regression analysis and as an extension to the early paper of Little (1992).

• Dokumententyp: Paper
• Keywords: missing data mechanism, regression analysis, generalized additive models, imputation, MSE-superiority
• Fakultät: Mathematik, Informatik und Statistik > Statistik > Sonderforschungsbereich 386 ; Sonderforschungsbereiche > Sonderforschungsbereich 386
• Themengebiete: 500 Naturwissenschaften und Mathematik > 510 Mathematik
• Sprache: Englisch