Modeling incomplete observations

Citation
M. Chavance et R. Manfredi, Modeling incomplete observations, REV EPIDEM, 48(4), 2000, pp. 389-400
Citations number
20
Categorie Soggetti
Envirnomentale Medicine & Public Health
Journal title
REVUE D EPIDEMIOLOGIE ET DE SANTE PUBLIQUE
ISSN journal
03987620 → ACNP
Volume
48
Issue
4
Year of publication
2000
Pages
389 - 400
Database
ISI
SICI code
0398-7620(200008)48:4<389:MIO>2.0.ZU;2-1
Abstract
Incomplete observations, common in epidemiology as in many other fields, le ad to problems of bias, precision and power. Using a simple example with 3 binary variables, we discuss situations where the observed odds ratio is bi ased. We present and compare the main strategies of analysis: complete obse rvations modeling, missing data indicator, weighted analysis, simple imputa tion, multiple imputation, selection models, shared variable models.