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Volumn 12, Issue 2-3, 2012, Pages 104-118

Bias and variance trade-offs when combining propensity score weighting and regression: With an application to HIV status and homeless men

Author keywords

Double robust estimation; HIV status; Homeless men; Propensity score

Indexed keywords

ADULT; ANALYTIC METHOD; CLINICAL ARTICLE; CONFERENCE PAPER; CONTROLLED STUDY; CORRELATION ANALYSIS; DATA ANALYSIS; HETEROSEXUAL MALE; HOMELESSNESS; HUMAN; HUMAN IMMUNODEFICIENCY VIRUS INFECTION; INFORMATION PROCESSING; MALE; OUTCOME ASSESSMENT; POPULATION RESEARCH; PRIORITY JOURNAL; PROCESS OPTIMIZATION; PROPENSITY SCORE; REGRESSION ANALYSIS; SAMPLE SIZE; SEXUAL BEHAVIOR; SIMULATION; STATISTICAL ANALYSIS; STATISTICAL PARAMETERS; TREATMENT RESPONSE; UNITED STATES; VARIANCE;

EID: 84864711033     PISSN: 13873741     EISSN: 15729400     Source Type: Journal    
DOI: 10.1007/s10742-012-0090-1     Document Type: Conference Paper
Times cited : (37)

References (24)
  • 1
    • 33644851650 scopus 로고    scopus 로고
    • Doubly robust estimation in missing data and causal inference models
    • DOI 10.1111/j.1541-0420.2005.00377.x
    • Bang, H., Robins, J.M.: Doubly robust estimation in missing data and causal inference models. Biometrics 61, 962-972 (2005 (Pubitemid 43906903)
    • (2005) Biometrics , vol.61 , Issue.4 , pp. 962-972
    • Bang, H.1    Robins, J.M.2
  • 2
    • 79960932930 scopus 로고    scopus 로고
    • Centers for Disease Control and Prevention. HIV Surveillance-United States, (MMWR
    • Centers for Disease Control and Prevention. HIV Surveillance-United States, 1981-2008. Morbidity and Mortality Weekly Report (MMWR) 60, 689-93 (2011
    • (2011) 1981-2008 Morbidity and Mortality Weekly Report , vol.60 , pp. 689-693
  • 3
    • 0000057576 scopus 로고
    • Controlling bias in observational studies: A review
    • Cochran, W.G., Rubin, D.B.: Controlling bias in observational studies: A review. Sankhya Ser A 35(4), 417-446 (1973
    • (1973) Sankhya Ser A , vol.35 , Issue.4 , pp. 417-446
    • Cochran, W.G.1    Rubin, D.B.2
  • 4
    • 33746923289 scopus 로고    scopus 로고
    • Sampling with field burden constraints: An application to sheltered homeless and low income housed women
    • Elliott, M.N., Golinelli, D., Hambarsoomian, K., Perlman, J., Wenzel, S.: Sampling with field burden constraints: An application to sheltered homeless and low income housed women. Field Methods 18, 43-58 (2006
    • (2006) Field Methods , vol.18 , pp. 43-58
    • Elliott, M.N.1    Golinelli, D.2    Hambarsoomian, K.3    Perlman, J.4    Wenzel, S.5
  • 5
    • 0033959570 scopus 로고    scopus 로고
    • The Behavioral Model for Vulnerable Populations: Application to medical care use and outcomes for homeless people
    • Gelberg, L., Andersen, R.M., Leake, B.D.: The behavioral model for vulnerable populations: Application to medical care use and outcomes for homeless people. Health Serv. Res. 34, 1273-1302 (2000 (Pubitemid 30075409)
    • (2000) Health Services Research , vol.34 , Issue.6 , pp. 1273-1302
    • Gelberg, L.1    Andersen, R.M.2    Leake, B.D.3
  • 7
    • 0035761721 scopus 로고    scopus 로고
    • Estimation of casual effects using propensity score weighting: An application to data on right heart catherterization
    • Hirano, K., Imbens, G.W.: Estimation of casual effects using propensity score weighting: An application to data on right heart catherterization. Health Serv. Outcomes Res. Methodol. 2, 259-278 (2001
    • (2001) Health Serv. Outcomes Res. Methodol. , vol.2 , pp. 259-278
    • Hirano, K.1    Imbens, G.W.2
  • 8
    • 46249131752 scopus 로고    scopus 로고
    • Demystifying double robustness, a comparison of alternative strategies for estimating a population mean from incomplete dat
    • Kang, J.D.Y., Schafer, J.L.: Demystifying double robustness, a comparison of alternative strategies for estimating a population mean from incomplete data. Stat. Sci. 22, 523-539 (2007
    • (2007) Stat. Sci. , vol.22 , pp. 523-539
    • Kang, J.D.Y.1    Schafer, J.L.2
  • 9
    • 77956871746 scopus 로고    scopus 로고
    • Unprotected sex of homeless women living in Los Angeles County: An investigation of the multiple levels of risk
    • Kennedy, D.P., Wenzel, S.L., Tucker, J.S., Green Jr., H.D., Golinelli, D., Ryan, G.W., et al.: Unprotected sex of homeless women living in Los Angeles County: An investigation of the multiple levels of risk. AIDS Behav. 14, 960-973 (2010
    • (2010) AIDS Behav. , vol.14 , Issue.960-973
    • Kennedy, D.P.1    Wenzel, S.L.2    Tucker, J.S.3    Green Jr., H.D.4    Golinelli, D.5    Ryan, G.W.6
  • 10
    • 74749097452 scopus 로고    scopus 로고
    • Improving propensity score weighting using machine learning
    • Lee, B.K., Lessler, J., Stuart, E.A.: Improving propensity score weighting using machine learning. Stat. Med. 29, 337-346 (2010
    • (2010) Stat. Med. , vol.29 , pp. 337-346
    • Lee, B.K.1    Lessler, J.2    Stuart, E.A.3
  • 11
    • 4444230264 scopus 로고    scopus 로고
    • Stratification and weighting via the propensity score in estimation of causal treatment effects: A comparative study
    • DOI 10.1002/sim.1903
    • Lunceford, J.K., Davidian, M.: Stratification and weighting via propensity score in estimating of casual treatment effects, a comparative study. Stat. Med. 23, 2937-2960 (2004 (Pubitemid 39200133)
    • (2004) Statistics in Medicine , vol.23 , Issue.19 , pp. 2937-2960
    • Lunceford, J.K.1    Davidian, M.2
  • 12
    • 10844272276 scopus 로고    scopus 로고
    • Propensity score estimation with boosted regression for evaluating causal effects in observational studies
    • DOI 10.1037/1082-989X.9.4.403
    • McCaffrey, D., Ridgeway, G., Morral, A.: Propensity score estimation with boosted regression for evaluating adolescent substance abuse treatment. Psychol. Methods 9, 403-425 (2004 (Pubitemid 40005040)
    • (2004) Psychological Methods , vol.9 , Issue.4 , pp. 403-425
    • McCaffrey, D.F.1    Ridgeway, G.2    Morral, A.R.3
  • 13
    • 84864717414 scopus 로고    scopus 로고
    • Fact Sheet: Homelessness and HIV/AIDS. National Alliance to End Homelessness, Washington, DC
    • National Alliance to End Homelessness. Fact Sheet: Homelessness and HIV/AIDS. National Alliance to End Homelessness, Washington, DC (2006
    • (2006) National Alliance to End Homelessness
  • 15
    • 49749137541 scopus 로고    scopus 로고
    • Comment on 'demystifying double robustness: A comparison of alternative strategies for estimating a population mean from incomplete data' by Kang and Schafer
    • Ridgeway, G., McCaffrey, D.F.: Comment on 'demystifying double robustness: A comparison of alternative strategies for estimating a population mean from incomplete data' by Kang and Schafer. Stat Sci 22, 540-543 (2007
    • (2007) Stat Sci , vol.22 , pp. 540-543
    • Ridgeway, G.1    McCaffrey, D.F.2
  • 16
    • 0001198982 scopus 로고
    • The consequences of adjustment for a concomitant variable that has been affected by the treatment
    • Rosenbaum, P.R.: The consequences of adjustment for a concomitant variable that has been affected by the treatment. J. R. Stat. Soc. Ser. A 147(5), 656-666 (1984
    • (1984) J. R. Stat. Soc. Ser. A , vol.147 , Issue.5 , pp. 656-666
    • Rosenbaum, P.R.1
  • 18
    • 77951622706 scopus 로고
    • The central role of the propensity score in observational studies for causal effects
    • Rosenbaum, P.R., Rubin, D.: The central role of the propensity score in observational studies for causal effects. Biometrika 70, 41-55 (1983
    • (1983) Biometrik , vol.70 , pp. 41-55
    • Rosenbaum, P.R.1    Rubin, D.2
  • 19
    • 0000001801 scopus 로고
    • The use of matched sampling and regression adjustment to remove bias in observational studies
    • Rubin, D.: The use of matched sampling and regression adjustment to remove bias in observational studies. Biometrics 29, 185-203 (1973
    • (1973) Biometrics , vol.29 , pp. 185-203
    • Rubin, D.1
  • 20
    • 84864717178 scopus 로고    scopus 로고
    • Covariate adjustment for two-sample treatment comparisons in randomized clinical trials: A principled yet flexible approach
    • Tsiatis, A.A., Davidian, M., Zhang, M., Lu, X.: Covariate adjustment for two-sample treatment comparisons in randomized clinical trials: A principled yet flexible approach. Stat. Med. 25, 1-10 (2000
    • (2000) Stat. Med. , vol.25 , pp. 1-10
    • Tsiatis, A.A.1    Davidian, M.2    Zhang, M.3    Lu, X.4
  • 22
    • 84864654272 scopus 로고    scopus 로고
    • U.S. Census Bureau. State and County QuickFacts: USA Washington, DC: U.S. Census Bureau Accessed 27 Feb 2012
    • U.S. Census Bureau. State and County QuickFacts: USA. Washington, DC: U.S. Census Bureau (2011). http://quickfacts.census.gov/qfd/states/00000.html. Accessed 27 Feb 2012
    • (2011)


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.