Multiple imputation and its application

• Κύριος συγγραφέας: Carpenter, James R.
• Άλλοι συγγραφείς: Kenward, Michael G., 1956-
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Chichester, West Sussex, UK : John Wiley & Sons, 2013.
• Έκδοση: 1st ed.
• Σειρά: Statistics in practice.
• Θέματα: Multiple imputation (Statistics); Missing observations (Statistics); Social sciences > Statistical methods.; Medical statistics.; Medicine > Research > Statistical methods.; Data Interpretation, Statistical.; Biomedical Research > methods.; HEALTH & FITNESS > Holism.; HEALTH & FITNESS > Reference.; MEDICAL > Alternative Medicine.; MEDICAL > Atlases.; MEDICAL > Essays.; MEDICAL > Family & General Practice.; MEDICAL > Holistic Medicine.; MEDICAL > Osteopathy.; Electronic books.

"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.

Πίνακας περιεχομένων:

• 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.