Multiple imputation and its application /

"This book is written with three main aims; to provide a thorough introduction to the general MI methods, to provide a detailed discussion of the practical use of the MI method and to present real-world examples drawn from the field of biostatistics"--Provided by publisher.

Bibliographic Details
Call Number:Libro Electrónico
Main Author: Carpenter, James R.
Other Authors: Kenward, Michael G., 1956-
Format: Electronic eBook
Language:Inglés
Published: Chichester, West Sussex, UK : John Wiley & Sons, 2013.
Edition:1st ed.
Series:Statistics in practice.
Subjects:
Multiple imputation (Statistics)
Missing observations (Statistics)
Social sciences > Statistical methods.
Medical statistics.
Medicine > Research > Statistical methods.
Data Interpretation, Statistical
Biomedical Research > methods
Imputation multiple (Statistique)
Observations manquantes (Statistique)
Sciences sociales > Méthodes statistiques.
Médecine > Recherche > Méthodes statistiques.
HEALTH & FITNESS > Holism.
HEALTH & FITNESS > Reference.
MEDICAL > Alternative Medicine.
MEDICAL > Atlases.
MEDICAL > Essays.
MEDICAL > Family & General Practice.
MEDICAL > Holistic Medicine.
MEDICAL > Osteopathy.
Medical statistics
Medicine > Research > Statistical methods
Social sciences > Statistical methods
Electronic books.
Online Access:Texto completo
Table of Contents:
  • Introduction
  • The multiple imputation procedure and its justification
  • Multiple imputation of quantitative data
  • Multiple imputation of binary and ordinal data
  • Multiple imputation of unordered categorical data
  • Nonlinear relationships
  • Interactions
  • Survival data, skips and large datasets
  • Multilevel multiple imputation
  • Sensitivity analysis: MI unleashed
  • Including survey weights
  • Robust multiple imputation.

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