메뉴 건너뛰기




Volumn 16, Issue 3, 2007, Pages 277-298

A comparison of imputation techniques for handling missing predictor values in a risk model with a binary outcome

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; CONFIDENCE INTERVAL; HEART SURGERY; HEART VALVE REPLACEMENT; HIGH RISK POPULATION; HOTDECKING; HUMAN; LOGISTIC REGRESSION ANALYSIS; MEDICAL RESEARCH; MORTALITY; MULTIPLE IMPUTATION CHAINED EQUATIONS; MULTIPLE IMPUTATION METHOD; PREDICTION; PROGNOSIS; RELIABILITY; SIMULATION; SINGLE IMPUTATION METHOD; STATISTICAL ANALYSIS;

EID: 34347372013     PISSN: 09622802     EISSN: None     Source Type: Journal    
DOI: 10.1177/0962280206074466     Document Type: Article
Times cited : (190)

References (38)
  • 1
    • 0003562587 scopus 로고
    • Iezzoni IL ed, Foundation of the American College of Healthcare Executives
    • Iezzoni IL ed. Risk adjustment for measuring healthcare outcomes, Foundation of the American College of Healthcare Executives, 1994.
    • (1994) Risk adjustment for measuring healthcare outcomes
  • 2
    • 0032801163 scopus 로고    scopus 로고
    • Nashef SAM, Roques F, Michel P, Gauducheau E, Lemeshow S, Salamon R, the EuroSCORE study group. European system for cardiac operative risk evaluation (Euro SCORE). European Journal of Cardiothoracic Surgery 1999; 16: 9-13.
    • Nashef SAM, Roques F, Michel P, Gauducheau E, Lemeshow S, Salamon R, the EuroSCORE study group. European system for cardiac operative risk evaluation (Euro SCORE). European Journal of Cardiothoracic Surgery 1999; 16: 9-13.
  • 5
    • 0025779766 scopus 로고
    • Ambulatory care groups: A categorization of diagnoses for research and management
    • Starfield B, Weiner J, Mumford L, Steinwachs D. Ambulatory care groups: a categorization of diagnoses for research and management. Health Services Research 1991; 26: 53-74.
    • (1991) Health Services Research , vol.26 , pp. 53-74
    • Starfield, B.1    Weiner, J.2    Mumford, L.3    Steinwachs, D.4
  • 6
    • 17644383787 scopus 로고    scopus 로고
    • The Johns Hopkins Adjusted Clinical Groups (ACGs) case-mix system: A risk-adjustment methodology currently available at the VA Austin Automation Center
    • Rosen AK, Trivedi P, Amuan M, Montez M. The Johns Hopkins Adjusted Clinical Groups (ACGs) case-mix system: a risk-adjustment methodology currently available at the VA Austin Automation Center. VIReC Insights. 2003; 4: 1-10.
    • (2003) VIReC Insights , vol.4 , pp. 1-10
    • Rosen, A.K.1    Trivedi, P.2    Amuan, M.3    Montez, M.4
  • 10
    • 0034728356 scopus 로고    scopus 로고
    • What do we mean by validating a prognostic model?
    • Altman DG, Royston P. What do we mean by validating a prognostic model? Statistics in Medicine 2000; 19: 453-73.
    • (2000) Statistics in Medicine , vol.19 , pp. 453-473
    • Altman, D.G.1    Royston, P.2
  • 12
    • 2542466663 scopus 로고    scopus 로고
    • Cardiac surgery risk modelling for mortality: A review of current practice and suggestions for improvement
    • Omar RZ, Ambler G, Royston P, Eliahoo J, Taylor KM. Cardiac surgery risk modelling for mortality: a review of current practice and suggestions for improvement. Annals of Thoracic Surgery 2004; 77: 2232-7.
    • (2004) Annals of Thoracic Surgery , vol.77 , pp. 2232-2237
    • Omar, R.Z.1    Ambler, G.2    Royston, P.3    Eliahoo, J.4    Taylor, K.M.5
  • 13
    • 0037263771 scopus 로고    scopus 로고
    • Developing a prognostic model in the presence of missing data: An ovarian cancer case study
    • Clarke TG, Altman DG. Developing a prognostic model in the presence of missing data: an ovarian cancer case study. Journal of Clinical Epidemiology 2003; 56: 28-37.
    • (2003) Journal of Clinical Epidemiology , vol.56 , pp. 28-37
    • Clarke, T.G.1    Altman, D.G.2
  • 14
    • 3343019343 scopus 로고    scopus 로고
    • Missing covariate data within cancer prognostic studies; a review of current reporting and proposed guidelines
    • Burton A, Altman DG. Missing covariate data within cancer prognostic studies; a review of current reporting and proposed guidelines. British Journal of Cancer 2004; 91: 4-8.
    • (2004) British Journal of Cancer , vol.91 , pp. 4-8
    • Burton, A.1    Altman, D.G.2
  • 17
    • 0037203136 scopus 로고    scopus 로고
    • Use of the mean, hotdeck and multiple imputation techniques to predict outcome in intensive care unit patients in Colombia
    • Pérez A, Dennis RJ, Gil JFA, Rondón MA, López A. Use of the mean, hotdeck and multiple imputation techniques to predict outcome in intensive care unit patients in Colombia. Statistics in Medicine 2002; 21: 3885-96.
    • (2002) Statistics in Medicine , vol.21 , pp. 3885-3896
    • Pérez, A.1    Dennis, R.J.2    Gil, J.F.A.3    Rondón, M.A.4    López, A.5
  • 18
    • 34347374997 scopus 로고    scopus 로고
    • Probability imputation revisited for prognostic factor studies
    • Schemper M, Heinze, G. Probability imputation revisited for prognostic factor studies. Statistics in Medicine 1997; 12: 2377-82.
    • (1997) Statistics in Medicine , vol.12 , pp. 2377-2382
    • Schemper, M.1    Heinze, G.2
  • 19
    • 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: 681-94.
    • (1999) Statistics in Medicine , vol.18 , pp. 681-694
    • Van Buuren, S.1    Boshuizen, H.C.2    Knook, D.L.3
  • 23
    • 84950918760 scopus 로고
    • Multiple imputation for interval estimation for simple random samples with ignorable nonresponse
    • Rubin DB, Schenker N. Multiple imputation for interval estimation for simple random samples with ignorable nonresponse. Journal of the American Statistical Association 1986; 81: 366-74.
    • (1986) Journal of the American Statistical Association , vol.81 , pp. 366-374
    • Rubin, D.B.1    Schenker, N.2
  • 26
    • 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
  • 27
    • 0141742205 scopus 로고    scopus 로고
    • Use of flexibility tests in the manufacturing process of 60 degree Bjork-Shiley convexo-concave valves and the risk of outlet strut fracture
    • Omar RZ, Morton L, Murad S, Taylor KM. Use of flexibility tests in the manufacturing process of 60 degree Bjork-Shiley convexo-concave valves and the risk of outlet strut fracture. Journal of Thoracic and Cardiovascular Surgery 2003; 126: 832-6.
    • (2003) Journal of Thoracic and Cardiovascular Surgery , vol.126 , pp. 832-836
    • Omar, R.Z.1    Morton, L.2    Murad, S.3    Taylor, K.M.4
  • 30
    • 33646501982 scopus 로고    scopus 로고
    • Multiple imputation of missing values: Update of ice
    • Royston, P. Multiple imputation of missing values: update of ice. Stata Journal 2005; 4: 527-36.
    • (2005) Stata Journal , vol.4 , pp. 527-536
    • Royston, P.1
  • 32
  • 33
    • 34347379208 scopus 로고    scopus 로고
    • Keogh B, Kinsman R. National Adult Cardiac Surgical Database Report 2000-2001. Dendrite Clinical Systems, 2002.
    • Keogh B, Kinsman R. National Adult Cardiac Surgical Database Report 2000-2001. Dendrite Clinical Systems, 2002.
  • 34
    • 22544470021 scopus 로고    scopus 로고
    • The European thoracic surgery database project: Modelling the risk of in-hospital death following lung resection
    • Berrisford R, Brunelli A, Rocco A, Treasure T. The European thoracic surgery database project: modelling the risk of in-hospital death following lung resection. European Journal of Cardiothorac Surgery 2005; 28: 306-11.
    • (2005) European Journal of Cardiothorac Surgery , vol.28 , pp. 306-311
    • Berrisford, R.1    Brunelli, A.2    Rocco, A.3    Treasure, T.4
  • 35
    • 0035869684 scopus 로고    scopus 로고
    • Methods for estimating the AIDS incubation time distribution when date of seroconversion is censored
    • Geskus RB. Methods for estimating the AIDS incubation time distribution when date of seroconversion is censored. Statistics in Medicine 2001; 20: 795-812.
    • (2001) Statistics in Medicine , vol.20 , pp. 795-812
    • Geskus, R.B.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.