메뉴 건너뛰기




Volumn 6, Issue 3, 2011, Pages

Weight trimming and propensity score weighting

Author keywords

[No Author keywords available]

Indexed keywords

ACCURACY; ARTICLE; ARTIFICIAL INTELLIGENCE; COMPUTER SIMULATION; CONTROLLED STUDY; DATA MINING; LOGISTIC REGRESSION ANALYSIS; MACHINE LEARNING; PROPENSITY SCORE; RANDOM FOREST; WEIGHT REDUCTION; STATISTICAL MODEL;

EID: 79953304087     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0018174     Document Type: Article
Times cited : (420)

References (34)
  • 1
    • 77951622706 scopus 로고
    • The central role of the propensity score in observational studies for causal effects
    • Rosenbaum PR, Rubin DB, (1983) The central role of the propensity score in observational studies for causal effects. Biometrika 70: 41-55.
    • (1983) Biometrika , vol.70 , pp. 41-55
    • Rosenbaum, P.R.1    Rubin, D.B.2
  • 2
    • 72149119483 scopus 로고    scopus 로고
    • The relative ability of different propensity score methods to balance measured covariates between treated and untreated subjects in observational studies
    • Austin PC, (2009) The relative ability of different propensity score methods to balance measured covariates between treated and untreated subjects in observational studies. Med Decis Making 29: 661-677.
    • (2009) Med Decis Making , vol.29 , pp. 661-677
    • Austin, P.C.1
  • 3
    • 33748347921 scopus 로고    scopus 로고
    • Marijuana use and depression among adults: Testing for causal associations
    • Harder VS, Morral AR, Arkes J, (2006) Marijuana use and depression among adults: Testing for causal associations. Addiction 101: 1463-1472.
    • (2006) Addiction , vol.101 , pp. 1463-1472
    • Harder, V.S.1    Morral, A.R.2    Arkes, J.3
  • 4
    • 57149116139 scopus 로고    scopus 로고
    • Paternal race/ethnicity and birth outcomes
    • Ma S, (2008) Paternal race/ethnicity and birth outcomes. Am J Public Health 98: 2285-2292.
    • (2008) Am J Public Health , vol.98 , pp. 2285-2292
    • Ma, S.1
  • 5
    • 51749109139 scopus 로고    scopus 로고
    • The link between neighborhood poverty and health: context or composition?
    • Do DP, Finch BK, (2008) The link between neighborhood poverty and health: context or composition? Am J Epidemiol 168: 611-619.
    • (2008) Am J Epidemiol , vol.168 , pp. 611-619
    • Do, D.P.1    Finch, B.K.2
  • 6
    • 34247608145 scopus 로고    scopus 로고
    • New natural history of interferon-beta-treated relapsing multiple sclerosis
    • Trojano M, Pellegrini F, Fuiani A, Paolicelli D, Zipoli V, et al. (2007) New natural history of interferon-beta-treated relapsing multiple sclerosis. Ann Neurol 61: 300-306.
    • (2007) Ann Neurol , vol.61 , pp. 300-306
    • Trojano, M.1    Pellegrini, F.2    Fuiani, A.3    Paolicelli, D.4    Zipoli, V.5
  • 7
    • 77649101426 scopus 로고    scopus 로고
    • Clopidogrel use and clinical events after drug-eluting stent implantation: findings from the HealthCore Integrated Research Database
    • Petersen JL, Barron JJ, Hammill BG, Cziraky MJ, Anstrom KJ, et al. (2010) Clopidogrel use and clinical events after drug-eluting stent implantation: findings from the HealthCore Integrated Research Database. Am Heart J 159: 462-470 e461.
    • (2010) Am Heart J , vol.159
    • Petersen, J.L.1    Barron, J.J.2    Hammill, B.G.3    Cziraky, M.J.4    Anstrom, K.J.5
  • 8
    • 51749097176 scopus 로고    scopus 로고
    • Adolescent cannabis problems and young adult depression: male-female stratified propensity score analyses
    • Harder VS, Stuart EA, Anthony JC, (2008) Adolescent cannabis problems and young adult depression: male-female stratified propensity score analyses. Am J Epidemiol 168: 592-601.
    • (2008) Am J Epidemiol , vol.168 , pp. 592-601
    • Harder, V.S.1    Stuart, E.A.2    Anthony, J.C.3
  • 9
    • 77957806232 scopus 로고    scopus 로고
    • Matching methods for causal inference: A review and a look forward
    • Stuart EA, (2010) Matching methods for causal inference: A review and a look forward. Stat Sci 25: 1-21.
    • (2010) Stat Sci , vol.25 , pp. 1-21
    • Stuart, E.A.1
  • 10
    • 0035761763 scopus 로고    scopus 로고
    • Using propensity scores to help design observational studies: application to the tobacco litigation
    • Rubin DB, (2001) Using propensity scores to help design observational studies: application to the tobacco litigation. Health Services and Outcomes Research Methodology 2.
    • (2001) Health Services and Outcomes Research Methodology , vol.2
    • Rubin, D.B.1
  • 11
    • 46249131752 scopus 로고    scopus 로고
    • Demystifying double robustness: a comparison of alternative strategies for estimating a population mean from incomplete data
    • Kang J, Schafer J, (2007) Demystifying double robustness: a comparison of alternative strategies for estimating a population mean from incomplete data. Statistical Science 22: 523-580.
    • (2007) Statistical Science , vol.22 , pp. 523-580
    • Kang, J.1    Schafer, J.2
  • 12
    • 57749105474 scopus 로고    scopus 로고
    • Average causal effects from nonrandomized studies: a practical guide and simulated example
    • Schafer JL, Kang J, (2008) Average causal effects from nonrandomized studies: a practical guide and simulated example. Psychol Methods 13: 279-313.
    • (2008) Psychol Methods , vol.13 , pp. 279-313
    • Schafer, J.L.1    Kang, J.2
  • 13
    • 4243192726 scopus 로고    scopus 로고
    • The effect of weight trimming on nonlinear survey estimates; 1993;
    • San Francisco, CA, American Statistical Association
    • Potter FJ, The effect of weight trimming on nonlinear survey estimates; 1993; San Francisco, CA American Statistical Association.
    • Potter, F.J.1
  • 15
    • 51749124303 scopus 로고    scopus 로고
    • Constructing inverse probability weights for marginal structural models
    • Cole SR, Hernan MA, (2008) Constructing inverse probability weights for marginal structural models. Am J Epidemiol 168: 656-664.
    • (2008) Am J Epidemiol , vol.168 , pp. 656-664
    • Cole, S.R.1    Hernan, M.A.2
  • 16
    • 0011478644 scopus 로고    scopus 로고
    • Model-based alternatives to trimming survey weights
    • Elliott M, Little R, (2000) Model-based alternatives to trimming survey weights. Journal of Official Statistics 16: 191-209.
    • (2000) Journal of Official Statistics , vol.16 , pp. 191-209
    • Elliott, M.1    Little, R.2
  • 17
    • 33645210305 scopus 로고    scopus 로고
    • Indications for propensity scores and review of their use in pharmacoepidemiology
    • Glynn RJ, Schneeweiss S, Sturmer T, (2006) Indications for propensity scores and review of their use in pharmacoepidemiology. Basic Clin Pharmacol Toxicol 98: 253-259.
    • (2006) Basic Clin Pharmacol Toxicol , vol.98 , pp. 253-259
    • Glynn, R.J.1    Schneeweiss, S.2    Sturmer, T.3
  • 18
    • 28444464482 scopus 로고    scopus 로고
    • Propensity scores: an introduction and experimental test
    • Luellen JK, Shadish WR, Clark MH, (2005) Propensity scores: an introduction and experimental test. Eval Rev 29: 530-558.
    • (2005) Eval Rev , vol.29 , pp. 530-558
    • Luellen, J.K.1    Shadish, W.R.2    Clark, M.H.3
  • 19
    • 10844272276 scopus 로고    scopus 로고
    • Propensity score estimation with boosted regression for evaluating causal effects in observational studies
    • McCaffrey DF, Ridgeway G, Morral AR, (2004) Propensity score estimation with boosted regression for evaluating causal effects in observational studies. Psychol Methods 9: 403-425.
    • (2004) Psychol Methods , vol.9 , pp. 403-425
    • McCaffrey, D.F.1    Ridgeway, G.2    Morral, A.R.3
  • 21
    • 74749107561 scopus 로고    scopus 로고
    • Propensity score estimation and classification methods: alternatives to logistic regression
    • In press
    • Westreich D, Lessler J, Funk M, (In press) Propensity score estimation and classification methods: alternatives to logistic regression. Journal of Clinical Epidemiology.
    • Journal of Clinical Epidemiology
    • Westreich, D.1    Lessler, J.2    Funk, M.3
  • 23
    • 49749137541 scopus 로고    scopus 로고
    • Comment: Demystifying double robustness: a comparison of alternative strategies for estimating a population mean from incomplete data
    • Ridgeway G, McCaffrey DF, (2007) Comment: Demystifying double robustness: a comparison of alternative strategies for estimating a population mean from incomplete data. Statistical Science 22: 540-543.
    • (2007) Statistical Science , vol.22 , pp. 540-543
    • Ridgeway, G.1    McCaffrey, D.F.2
  • 24
    • 79953317443 scopus 로고    scopus 로고
    • Improving propensity score weighting using machine learning
    • Lee BK, Lessler J, Stuart EA, (2009) Improving propensity score weighting using machine learning. Stat Med.
    • (2009) Stat Med
    • Lee, B.K.1    Lessler, J.2    Stuart, E.A.3
  • 25
    • 0035478854 scopus 로고    scopus 로고
    • Random Forests
    • Breiman L, (2001) Random Forests. Machine Learning 45: 5-32.
    • (2001) Machine Learning , vol.45 , pp. 5-32
    • Breiman, L.1
  • 26
    • 74749097452 scopus 로고    scopus 로고
    • Improving propensity score weighting using machine learning
    • Lee BK, Lessler J, Stuart EA, (2010) Improving propensity score weighting using machine learning. Stat Med 29: 337-346.
    • (2010) Stat Med , vol.29 , pp. 337-346
    • Lee, B.K.1    Lessler, J.2    Stuart, E.A.3
  • 27
    • 56749105787 scopus 로고    scopus 로고
    • rpart: Recursive Partitioning. R port by Brian Ripley
    • R package version 3.1-38
    • Therneau TM, Atkinson B, (2007) rpart: Recursive Partitioning. R port by Brian Ripley. R package version 3.1-38.
    • (2007)
    • Therneau, T.M.1    Atkinson, B.2
  • 28
    • 79958810091 scopus 로고    scopus 로고
    • randomForest: Breiman and Cutler's random forests for classification and regression
    • Software package (R port by Andy Liaw and Matthew Wiener)
    • Breiman L, Cutler A, (2008) randomForest: Breiman and Cutler's random forests for classification and regression. Software package (R port by Andy Liaw and Matthew Wiener).
    • (2008)
    • Breiman, L.1    Cutler, A.2
  • 29
    • 49749089634 scopus 로고    scopus 로고
    • twang: Toolkit for Weighting and Analysis of Nonequivalent Groups
    • R package version 1.0-1
    • Ridgeway G, McCaffrey DF, Morral AR, (2006) twang: Toolkit for Weighting and Analysis of Nonequivalent Groups. R package version 1.0-1.
    • (2006)
    • Ridgeway, G.1    McCaffrey, D.F.2    Morral, A.R.3
  • 30
    • 33644851650 scopus 로고    scopus 로고
    • Doubly robust estimation in missing data and causal inference models
    • Bang H, Robins JM, (2005) Doubly robust estimation in missing data and causal inference models. Biometrics 61: 962-973.
    • (2005) Biometrics , vol.61 , pp. 962-973
    • Bang, H.1    Robins, J.M.2
  • 31
    • 46249111567 scopus 로고    scopus 로고
    • Weighting regressions by propensity scores
    • Freedman DA, Berk RA, (2008) Weighting regressions by propensity scores. Eval Rev 32: 392-409.
    • (2008) Eval Rev , vol.32 , pp. 392-409
    • Freedman, D.A.1    Berk, R.A.2
  • 33
    • 0027717184 scopus 로고
    • Effects of misspecification of the propensity score on estimators of treatment effect
    • Drake C, (1993) Effects of misspecification of the propensity score on estimators of treatment effect. Biometrics 49: 1231-1236.
    • (1993) Biometrics , vol.49 , pp. 1231-1236
    • Drake, C.1
  • 34
    • 85050833094 scopus 로고    scopus 로고
    • Model Averaging Methods for Weight Trimming
    • Elliott MR, (2008) Model Averaging Methods for Weight Trimming. J Off Stat 24: 517-540.
    • (2008) J Off Stat , vol.24 , pp. 517-540
    • Elliott, M.R.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.