메뉴 건너뛰기




Volumn 182, Issue 6, 2015, Pages 528-534

Bias and Precision of the "multiple Imputation, Then Deletion" Method for Dealing with Missing Outcome Data

Author keywords

Auxiliary variables; epidemiologic methods; missing data; multiple imputation; simulation

Indexed keywords

DATA ACQUISITION; DATA INTERPRETATION; EFFICIENCY MEASUREMENT; EPIDEMIOLOGY; ESTIMATION METHOD; PRECISION; SAMPLING BIAS; SIMULATION;

EID: 84941659662     PISSN: 00029262     EISSN: 14766256     Source Type: Journal    
DOI: 10.1093/aje/kwv100     Document Type: Article
Times cited : (65)

References (32)
  • 1
    • 68249114452 scopus 로고    scopus 로고
    • Multiple imputation for missing data in epidemiological and clinical research: Potential and pitfalls
    • Sterne JA, White IR, Carlin JB, et al. Multiple imputation for missing data in epidemiological and clinical research: potential and pitfalls. BMJ. 2009;338:b2393.
    • (2009) BMJ , vol.338 , pp. b2393
    • Sterne, J.A.1    White, I.R.2    Carlin, J.B.3
  • 2
    • 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. Stat Med. 2007;26(16): 3057-3077.
    • (2007) Stat Med , vol.26 , Issue.16 , pp. 3057-3077
    • Harel, O.1    Zhou, X.H.2
  • 4
    • 0017133178 scopus 로고
    • Inference and missing data
    • Rubin DB. Inference and missing data. Biometrika. 1976;63(3): 581-592.
    • (1976) Biometrika , vol.63 , Issue.3 , pp. 581-592
    • Rubin, D.B.1
  • 5
    • 78649551872 scopus 로고    scopus 로고
    • Bias and efficiency of multiple imputation compared with complete-case analysis for missing covariate values
    • White IR, Carlin JB. Bias and efficiency of multiple imputation compared with complete-case analysis for missing covariate values. Stat Med. 2010;29(28):2920-2931.
    • (2010) Stat Med , vol.29 , Issue.28 , pp. 2920-2931
    • White, I.R.1    Carlin, J.B.2
  • 6
    • 84862179893 scopus 로고    scopus 로고
    • Recovery of information from multiple imputation: A simulation study
    • Lee KJ, Carlin JB. Recovery of information from multiple imputation: a simulation study. Emerg Themes Epidemiol. 2012;9(1):3.
    • (2012) Emerg Themes Epidemiol , vol.9 , Issue.1 , pp. 3
    • Lee, K.J.1    Carlin, J.B.2
  • 7
    • 84950455641 scopus 로고
    • Regression with missing X's: A review
    • Little RJA. Regression with missing X's: a review. J Am Stat Assoc. 1992;87(420):1227-1237.
    • (1992) J Am Stat Assoc , vol.87 , Issue.420 , pp. 1227-1237
    • Little, R.J.A.1
  • 8
    • 34548736509 scopus 로고    scopus 로고
    • Regression with missing Ys: An improved strategy for analyzing multiply imputed data
    • von Hippel PT. Regression with missing Ys: an improved strategy for analyzing multiply imputed data. Sociol Methodol. 2007;37(1):83-117.
    • (2007) Sociol Methodol , vol.37 , Issue.1 , pp. 83-117
    • Von Hippel, P.T.1
  • 9
    • 79955481322 scopus 로고    scopus 로고
    • Arterial stiffness, physical function, and functional limitation: The Whitehall II Study
    • Brunner EJ, Shipley MJ, Witte DR, et al. Arterial stiffness, physical function, and functional limitation: the Whitehall II Study. Hypertension. 2011;57(5):1003-1009.
    • (2011) Hypertension , vol.57 , Issue.5 , pp. 1003-1009
    • Brunner, E.J.1    Shipley, M.J.2    Witte, D.R.3
  • 10
    • 80053525059 scopus 로고    scopus 로고
    • Effects of physical activity on teen smoking cessation
    • Horn K, Dino G, Branstetter SA, et al. Effects of physical activity on teen smoking cessation. Pediatrics. 2011;128(4): e801-e811.
    • (2011) Pediatrics , vol.128 , Issue.4 , pp. e801-e811
    • Horn, K.1    Dino, G.2    Branstetter, S.A.3
  • 11
    • 84859093116 scopus 로고    scopus 로고
    • Association of coexisting diabetes and depression with mortality after myocardial infarction
    • Bot M, Pouwer F, Zuidersma M, et al. Association of coexisting diabetes and depression with mortality after myocardial infarction. Diabetes Care. 2012;35(3):503-509.
    • (2012) Diabetes Care , vol.35 , Issue.3 , pp. 503-509
    • Bot, M.1    Pouwer, F.2    Zuidersma, M.3
  • 12
    • 84883778325 scopus 로고    scopus 로고
    • Self-reported depressive symptoms, diagnosed clinical depression and cardiac morbidity and mortality after myocardial infarction
    • Zuidersma M, Conradi HJ, van Melle JP, et al. Self-reported depressive symptoms, diagnosed clinical depression and cardiac morbidity and mortality after myocardial infarction. Int J Cardiol. 2013;167(6):2775-2780.
    • (2013) Int J Cardiol , vol.167 , Issue.6 , pp. 2775-2780
    • Zuidersma, M.1    Conradi, H.J.2    Van Melle, J.P.3
  • 13
    • 84885375996 scopus 로고    scopus 로고
    • Inequalities in self-rated health in Japan 1986-2007 according to household income and a novel occupational classification: National sampling survey series
    • Hiyoshi A, Fukuda Y, Shipley MJ, et al. Inequalities in self-rated health in Japan 1986-2007 according to household income and a novel occupational classification: national sampling survey series. J Epidemiol Community Health. 2013; 67(11):960-965.
    • (2013) J Epidemiol Community Health , vol.67 , Issue.11 , pp. 960-965
    • Hiyoshi, A.1    Fukuda, Y.2    Shipley, M.J.3
  • 14
    • 85027920918 scopus 로고    scopus 로고
    • Predicting asthma in preschool children with asthma-like symptoms: Validating and updating the PIAMA risk score
    • Hafkamp-de Groen E, Lingsma HF, Caudri D, et al. Predicting asthma in preschool children with asthma-like symptoms: validating and updating the PIAMA risk score. J Allergy Clin Immunol. 2013;132(6):1303-1310.
    • (2013) J Allergy Clin Immunol , vol.132 , Issue.6 , pp. 1303-1310
    • Hafkamp-de Groen, E.1    Lingsma, H.F.2    Caudri, D.3
  • 15
    • 84898648741 scopus 로고    scopus 로고
    • Longitudinal associations between poverty and obesity from birth through adolescence
    • Lee H, Andrew M, Gebremariam A, et al. Longitudinal associations between poverty and obesity from birth through adolescence. Am J Public Health. 2014;104(5): e70-e76.
    • (2014) Am J Public Health , vol.104 , Issue.5 , pp. e70-e76
    • Lee, H.1    Andrew, M.2    Gebremariam, A.3
  • 16
    • 84893413714 scopus 로고    scopus 로고
    • Anti-gay prejudice and all-cause mortality among heterosexuals in the United States
    • Hatzenbuehler ML, Bellatorre A, Muennig P. Anti-gay prejudice and all-cause mortality among heterosexuals in the United States. Am J Public Health. 2014;104(2): 332-337.
    • (2014) Am J Public Health , vol.104 , Issue.2 , pp. 332-337
    • Hatzenbuehler, M.L.1    Bellatorre, A.2    Muennig, P.3
  • 17
    • 85047673373 scopus 로고    scopus 로고
    • Missing data: Our view of the state of the art
    • Schafer JL, Graham JW. Missing data: our view of the state of the art. Psychol Methods. 2002;7(2):147-177.
    • (2002) Psychol Methods , vol.7 , Issue.2 , pp. 147-177
    • Schafer, J.L.1    Graham, J.W.2
  • 18
    • 0004093524 scopus 로고    scopus 로고
    • Thousand Oaks CA: Sage Publications Inc
    • Allison P. Missing Data. Thousand Oaks, CA: Sage Publications, Inc.; 2002.
    • (2002) Missing Data
    • Allison, P.1
  • 19
    • 0032960273 scopus 로고    scopus 로고
    • Multiple imputation: A primer
    • Schafer JL. Multiple imputation: a primer. Stat Methods Med Res. 1999;8(1):3-15.
    • (1999) Stat Methods Med Res , vol.8 , Issue.1 , pp. 3-15
    • Schafer, J.L.1
  • 21
    • 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. Stat Med. 1999;18(6):681-694.
    • (1999) Stat Med , vol.18 , Issue.6 , pp. 681-694
    • Van Buuren, S.1    Boshuizen, H.C.2    Knook, D.L.3
  • 22
    • 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. Psychol Methods. 2001;6(4):330-351.
    • (2001) Psychol Methods , vol.6 , Issue.4 , pp. 330-351
    • Collins, L.M.1    Schafer, J.L.2    Kam, C.M.3
  • 23
    • 78651256743 scopus 로고    scopus 로고
    • Multiple imputation using chained equations: Issues and guidance for practice
    • White IR, Royston P, Wood AM. Multiple imputation using chained equations: issues and guidance for practice. Stat Med. 2011;30(4):377-399.
    • (2011) Stat Med , vol.30 , Issue.4 , pp. 377-399
    • White, I.R.1    Royston, P.2    Wood, A.M.3
  • 24
    • 84867183673 scopus 로고    scopus 로고
    • The prevention and treatment of missing data in clinical trials
    • Little RJ, D'Agostino R, Cohen ML, et al. The prevention and treatment of missing data in clinical trials. N Engl J Med. 2012; 367(14):1355-1360.
    • (2012) N Engl J Med , vol.367 , Issue.14 , pp. 1355-1360
    • Little, R.J.1    D'Agostino, R.2    Cohen, M.L.3
  • 26
    • 0032219074 scopus 로고    scopus 로고
    • Multiple imputation for multivariate missing-data problems: A data analyst's perspective
    • Schafer JL, Olsen MK. Multiple imputation for multivariate missing-data problems: a data analyst's perspective. Multivariate Behav Res. 1998;33(4):545-571.
    • (1998) Multivariate Behav Res , vol.33 , Issue.4 , pp. 545-571
    • Schafer, J.L.1    Olsen, M.K.2
  • 27
    • 34548451124 scopus 로고    scopus 로고
    • How many imputations are really needed? Some practical clarifications of multiple imputation theory
    • Graham JW, Olchowski AE, Gilreath TD. How many imputations are really needed? Some practical clarifications of multiple imputation theory. Prev Sci. 2007; 8(3):206-213.
    • (2007) Prev Sci , vol.8 , Issue.3 , pp. 206-213
    • Graham, J.W.1    Olchowski, A.E.2    Gilreath, T.D.3
  • 29
    • 84864946997 scopus 로고    scopus 로고
    • The effects of auxiliary variables on coefficient bias and efficiency in multiple imputation
    • Mustillo S. The effects of auxiliary variables on coefficient bias and efficiency in multiple imputation. Sociol Methods Res. 2012;41(2):335-361.
    • (2012) Sociol Methods Res , vol.41 , Issue.2 , pp. 335-361
    • Mustillo, S.1
  • 30
    • 33847711413 scopus 로고    scopus 로고
    • Robustness of a multivariate normal approximation for imputation of incomplete binary data
    • Bernaards CA, Belin TR, Schafer JL. Robustness of a multivariate normal approximation for imputation of incomplete binary data. Stat Med. 2007;26(6):1368-1382.
    • (2007) Stat Med , vol.26 , Issue.6 , pp. 1368-1382
    • Bernaards, C.A.1    Belin, T.R.2    Schafer, J.L.3
  • 32
    • 77249147857 scopus 로고    scopus 로고
    • Multiple imputation for missing data: Fully conditional specification versus multivariate normal imputation
    • Lee KJ, Carlin JB. Multiple imputation for missing data: fully conditional specification versus multivariate normal imputation. Am J Epidemiol. 2010;171(5):624-632.
    • (2010) Am J Epidemiol , vol.171 , Issue.5 , pp. 624-632
    • Lee, K.J.1    Carlin, J.B.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.