A Comparison of Imputation Techniques for Handling Missing Predictor Values in a Risk Model With a Binary Outcome
作者： Patrick Royston , Gareth Ambler , Rumana Z Omar
关键词:
摘要: … We use a large national cardiac surgery database to provide us with simulated but realistic datasets. Different scenarios are investigated by varying the sample size, missing data …
sagepub.com
lshtm.ac.uk 
sci-hub.se 参考文章(34)
Taane G. Clark, Douglas G. Altman, Developing a prognostic model in the presence of missing data: an ovarian cancer case study. Journal of Clinical Epidemiology. ,vol. 56, pp. 28- 37 ,(2003) , 10.1016/S0895-4356(02)00539-5
Roderick Little, Donald Rubin, Statistical Analysis with Missing Data, Second Edition Wiley Series in Probability and Statistics. ,(2019) , 10.1002/9781119482260
David Clayton, Adrian Mander, Update to hotdeck imputation Stata Technical Bulletin. ,vol. 9, ,(2000)
B Starfield, D Steinwachs, J Weiner, L Mumford, Ambulatory care groups: a categorization of diagnoses for research and management. Health Services Research. ,vol. 26, pp. 53- 74 ,(1991)
Patrick Royston, Multiple imputation of missing values: Update of ice Stata Journal. ,vol. 5, pp. 527- 536 ,(2005) , 10.1177/1536867X0500500404
Donald B. Rubin, Nathaniel Schenker, Multiple Imputation for Interval Estimation from Simple Random Samples with Ignorable Nonresponse Journal of the American Statistical Association. ,vol. 81, pp. 366- 374 ,(1986) , 10.1080/01621459.1986.10478280
Ronald B. Geskus, Methods for estimating the AIDS incubation time distribution when date of seroconversion is censored Statistics in Medicine. ,vol. 20, pp. 795- 812 ,(2001) , 10.1002/SIM.700
Richard F Potthoff, Gail E Tudor, Karen S Pieper, Vic Hasselblad, Can one assess whether missing data are missing at random in medical studies Statistical Methods in Medical Research. ,vol. 15, pp. 213- 234 ,(2006) , 10.1191/0962280206SM448OA
Lisa I. Iezzoni, Risk Adjustment for Measuring Healthcare Outcomes ,(1994)
Rumana Z Omar, Gareth Ambler, Patrick Royston, Joseph Eliahoo, Kenneth M Taylor, Cardiac surgery risk modeling for mortality: a review of current practice and suggestions for improvement The Annals of Thoracic Surgery. ,vol. 77, pp. 2232- 2237 ,(2004) , 10.1016/J.ATHORACSUR.2003.10.032