Hot deck imputation for the response model

Articles and reports: 11-522-X20010016275
Description:

This paper discusses in detail issues dealing with the technical aspects of designing and conducting surveys. It is intended for an audience of survey methodologists.

Hot deck imputation, in which missing items are replaced with values from respondents, is often used in survey sampling. A model supporting such procedures is the model in which response probabilities are assumed equal within imputation cells. In this paper, an efficient version of hot deck imputation is described, as are the variance of the efficient version derived under the cell response model and an approximation to the fully efficient procedure in which a small number of values are imputed for each non-respondent, respectively. Variance estimation procedures are presented and illustrated in a Monte Carlo study.

Issue Number: 2001001
Author(s): Fuller, Wayne; Kim, Jae Kwang
Main Product: Statistics Canada International Symposium Series: Proceedings
Format Release date More information
CD-ROM September 12, 2002
PDF September 12, 2002