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Volumn 29, Issue 25, 2010, Pages 2592-2604

A comparison of multiple imputation and fully augmented weighted estimators for Cox regression with missing covariates

Author keywords

Accelerated failure time model; Augmented inverse probability weighted estimators; Doubly robust property; Missing data; Proportional hazards model; Survival analysis

Indexed keywords

ALGORITHM; ARTICLE; BAYES THEOREM; CONTROLLED STUDY; DATA ANALYSIS SOFTWARE; EPIDEMIOLOGICAL DATA; FULLY AUGMENTED WEIGHTED ESTIMATOR; MULTIPLE IMPUTATION; PROPORTIONAL HAZARDS MODEL; SIMULATION; STATISTICAL ANALYSIS; SURVIVAL;

EID: 77958605331     PISSN: 02776715     EISSN: 10970258     Source Type: Journal    
DOI: 10.1002/sim.4016     Document Type: Article
Times cited : (26)

References (34)
  • 2
    • 85101444608 scopus 로고    scopus 로고
    • Statistical Analysis With Missing Data
    • 2nd edn). Wiley: New York
    • Little RJA, Rubin DB. Statistical Analysis With Missing Data (2nd edn). Wiley: New York, 2002.
    • (2002)
    • Little, R.J.A.1    Rubin, D.B.2
  • 3
    • 0003738155 scopus 로고
    • Multiple Imputation for Nonresponse in Surveys
    • Wiley: New York
    • Rubin DB. Multiple Imputation for Nonresponse in Surveys. Wiley: New York, 1987.
    • (1987)
    • Rubin, D.B.1
  • 5
    • 4944263938 scopus 로고    scopus 로고
    • Information bounds for Cox regression models with missing data
    • Nan B, Emond MJ, Wellner JA. Information bounds for Cox regression models with missing data. The Annals of Statistitcs 2004; 32:723-753.
    • (2004) The Annals of Statistitcs , vol.32 , pp. 723-753
    • Nan, B.1    Emond, M.J.2    Wellner, J.A.3
  • 6
    • 0035015058 scopus 로고    scopus 로고
    • Augmented inverse probability weighted estimator for Cox missing covariate regression
    • Wang CY, Chen HY. Augmented inverse probability weighted estimator for Cox missing covariate regression. Biometrics 2001; 57:414-419.
    • (2001) Biometrics , vol.57 , pp. 414-419
    • Wang, C.Y.1    Chen, H.Y.2
  • 8
    • 34250686456 scopus 로고    scopus 로고
    • Multiple imputation: review of theory, implementation and software
    • Harel O, Zhou XH. Multiple imputation: review of theory, implementation and software. Statistics in Medicine 2007; 26(16):3057-3077.
    • (2007) Statistics in Medicine , vol.26 , Issue.16 , pp. 3057-3077
    • Harel, O.1    Zhou, X.H.2
  • 10
    • 0035755636 scopus 로고    scopus 로고
    • A comparison of inclusive and restrictive strategies in modern missing data procedures
    • Collins LM, Schafer JL, Kam CM. A comparison of inclusive and restrictive strategies in modern missing data procedures. Psychological Methods 2001; 6:330-351.
    • (2001) Psychological Methods , vol.6 , pp. 330-351
    • Collins, L.M.1    Schafer, J.L.2    Kam, C.M.3
  • 12
    • 0031299909 scopus 로고    scopus 로고
    • Multiple imputation for the Cox proportional hazards model with missing covariates
    • Paik MC. Multiple imputation for the Cox proportional hazards model with missing covariates. Lifetime Data Analysis 1997; 3:289-298.
    • (1997) Lifetime Data Analysis , vol.3 , pp. 289-298
    • Paik, M.C.1
  • 13
    • 0033616909 scopus 로고    scopus 로고
    • Multiple imputation of missing blood pressure covariates in survival analysis
    • van Buuren S, Boshuizen HC, Knook DL. Multiple imputation of missing blood pressure covariates in survival analysis. Statistics in Medicine 1999; 18(6):681-694.
    • (1999) Statistics in Medicine , vol.18 , Issue.6 , pp. 681-694
    • van Buuren, S.1    Boshuizen, H.C.2    Knook, D.L.3
  • 14
    • 3042807973 scopus 로고    scopus 로고
    • Imputations of missing values in practice: results from imputations of serum cholesterol in 28 cohort studies
    • Barzi F, Woodward M. Imputations of missing values in practice: results from imputations of serum cholesterol in 28 cohort studies. American Journal of Epidemiology 2004; 160:34-45.
    • (2004) American Journal of Epidemiology , vol.160 , pp. 34-45
    • Barzi, F.1    Woodward, M.2
  • 15
    • 69949108828 scopus 로고    scopus 로고
    • Imputing missing covariate values for the Cox model
    • White IR, Royston P. Imputing missing covariate values for the Cox model. Statistics in Medicine 2009; 28(15):1982-1998.
    • (2009) Statistics in Medicine , vol.28 , Issue.15 , pp. 1982-1998
    • White, I.R.1    Royston, P.2
  • 18
    • 0003398574 scopus 로고    scopus 로고
    • Analysis of Incomplete Multivariate Data
    • Chapman & Hall: London
    • Schafer JL. Analysis of Incomplete Multivariate Data. Chapman & Hall: London, 1997.
    • (1997)
    • Schafer, J.L.1
  • 19
    • 0002344593 scopus 로고    scopus 로고
    • A multivariate technique for multiply imputing missing values using a sequence of regression models
    • Raghunathan TE, Lepkowsi JM, van Hoewyk J, Solenberger P. A multivariate technique for multiply imputing missing values using a sequence of regression models. Survey Methodology 2001; 27:85-95.
    • (2001) Survey Methodology , vol.27 , pp. 85-95
    • Raghunathan, T.E.1    Lepkowsi, J.M.2    van Hoewyk, J.3    Solenberger, P.4
  • 21
    • 77958599639 scopus 로고    scopus 로고
    • Multivariate imputation by chained equations: MICE V1.0 user's manual. TNO Report PG/VGZ/00.038, TNO Preventie en Gezondheid, Leiden, Available from.
    • van Buuren S, Oudshoorn CGM. Multivariate imputation by chained equations: MICE V1.0 user's manual. TNO Report PG/VGZ/00.038, TNO Preventie en Gezondheid, Leiden, 2000. Available from:
    • (2000)
    • van Buuren, S.1    Oudshoorn, C.G.M.2
  • 26
    • 20344370565 scopus 로고    scopus 로고
    • Multiple imputation of missing values
    • Royston P. Multiple imputation of missing values. The Stata Journal 2004; 4:227-241.
    • (2004) The Stata Journal , vol.4 , pp. 227-241
    • Royston, P.1
  • 27
    • 84951302330 scopus 로고    scopus 로고
    • SAS/STAT 9.1 User's Guide
    • SAS Institute Inc., SAS Institute Inc.: Cary, NC
    • SAS Institute Inc. SAS/STAT 9.1 User's Guide, Chapter 46. SAS Institute Inc.: Cary, NC, 2004.
    • (2004) Chapter 46
  • 28
    • 32444450470 scopus 로고    scopus 로고
    • Multiple imputation of missing values: update
    • Royston P. Multiple imputation of missing values: update. The Stata Journal 2005; 5:188-201.
    • (2005) The Stata Journal , vol.5 , pp. 188-201
    • Royston, P.1
  • 31
    • 10944236293 scopus 로고    scopus 로고
    • Simulation-driven inferences for multiply imputed longitudinal datasets
    • Demirtas H. Simulation-driven inferences for multiply imputed longitudinal datasets. Statistica Neerlandica 2004; 58:466-482.
    • (2004) Statistica Neerlandica , vol.58 , pp. 466-482
    • Demirtas, H.1
  • 32
    • 0037202586 scopus 로고    scopus 로고
    • Comparing proportional hazards and accelerated failure time models for survival analysis
    • Orbe J, Ferreira E, Núñez-Antón V. Comparing proportional hazards and accelerated failure time models for survival analysis. Statistics in Medicine 2002; 21:3493-3510.
    • (2002) Statistics in Medicine , vol.21 , pp. 3493-3510
    • Orbe, J.1    Ferreira, E.2    Núñez-Antón, V.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.