Preventing and Treating Missing Data in Longitudinal Clinical Trials: A Practical Guide: Practical Guides to Biostatistics and Epidemiology
Autor Craig H. Mallinckrodten Limba Engleză Hardback – 27 ian 2013
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Specificații
ISBN-13: 9781107031388
ISBN-10: 1107031389
Pagini: 180
Ilustrații: 6 b/w illus. 32 tables
Dimensiuni: 180 x 255 x 16 mm
Greutate: 0.5 kg
Ediția:New.
Editura: Cambridge University Press
Colecția Cambridge University Press
Seria Practical Guides to Biostatistics and Epidemiology
Locul publicării:New York, United States
ISBN-10: 1107031389
Pagini: 180
Ilustrații: 6 b/w illus. 32 tables
Dimensiuni: 180 x 255 x 16 mm
Greutate: 0.5 kg
Ediția:New.
Editura: Cambridge University Press
Colecția Cambridge University Press
Seria Practical Guides to Biostatistics and Epidemiology
Locul publicării:New York, United States
Cuprins
Part I. Background and Setting: 1. Why missing data matter; 2. Missing data mechanisms; 3. Estimands; Part II. Preventing Missing Data: 4. Trial design considerations; 5. Trial conduct considerations; Part III. Analytic Considerations: 6. Methods of estimation; 7. Models and modeling considerations; 8. Methods of dealing with missing data; Part IV. Analyses and the Analytic Road Map: 9. Analyses of incomplete data; 10. MNAR analyses; 11. Choosing primary estimands and analyses; 12. The analytic road map; 13. Analyzing incomplete categorical data; 14. Example; 15. Putting principles into practice.
Recenzii
'… this monograph is good value, and I recommend all those involved in the design, conduct or analysis of trials to peruse a copy. Non-statisticians will inevitably be frustrated at times, but if this monograph fosters improved discussion and understanding of the issues raised by missing data in study teams - and how they might be addressed - it will have done its work. In his choice of audience Mallinckrodt set himself a high bar … it has … been cleared. In addition, [his] wry turn of phrase was an unexpected pleasure. You'll miss this if you don't buy it!' James R. Carpenter, Journal of Biopharmaceutical Statistics
Notă biografică
Descriere
Focuses on the prevention and treatment of missing data in longitudinal clinical trials, looking at key principles and explaining analytic methods.