메뉴 건너뛰기




Volumn 16, Issue 2, 2015, Pages 368-382

Simple subgroup approximations to optimal treatment regimes from randomized clinical trial data

Author keywords

Optimal treatment regimes; Personalized medicine; Subgroup analysis; Variable selection

Indexed keywords

HUMAN; HYPERTENSION; OUTCOME ASSESSMENT; PERSONALIZED MEDICINE; RANDOMIZED CONTROLLED TRIAL (TOPIC); STATISTICAL ANALYSIS; STATISTICS AND NUMERICAL DATA;

EID: 84926625398     PISSN: 14654644     EISSN: 14684357     Source Type: Journal    
DOI: 10.1093/biostatistics/kxu049     Document Type: Article
Times cited : (18)

References (24)
  • 1
    • 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
  • 2
    • 77953005977 scopus 로고    scopus 로고
    • Ageneralized estimator of the attributable benefit of an optimal treatment regime
    • BRINKLEY, J.,TSIATIS, A. AND ANSTROM, K. J. (2010).Ageneralized estimator of the attributable benefit of an optimal treatment regime. Biometrics 66(2), 512-522.
    • (2010) Biometrics , vol.66 , Issue.2 , pp. 512-522
    • Brinkley, J.1    Tsiatis, A.2    Anstrom, K.3
  • 4
    • 1542784498 scopus 로고    scopus 로고
    • Variable selection via nonconcave penalized likelihood and its oracle properties
    • FAN J.,LI R. 2001 Variable selection via nonconcave penalized likelihood and its oracle properties. Journal of the American Statistical Association 96, 1348-1360.
    • (2001) Journal of the American Statistical Association , vol.96 , pp. 1348-1360
    • Fan, J.1    Li, R.2
  • 5
    • 84884694320 scopus 로고    scopus 로고
    • Local control for identifying subgroups of interest in observational research: Persistence of treatment for major depressive disorder
    • FARIES, D. E, CHEN, Y., LIPKOVICH, I., ZAGAR, A., LIU, X. AND OBENCHAIN, R. L. (2013). Local control for identifying subgroups of interest in observational research: persistence of treatment for major depressive disorder. International Journal of Methods in Psychiatric Research 22(3), 185-194.
    • (2013) International Journal of Methods in Psychiatric Research , vol.22 , Issue.3 , pp. 185-194
    • Faries, D.E.1    Chen, Y.2    Lipkovich, I.3    Zagar, A.4    Liu, X.5    Obenchain, R.L.6
  • 6
    • 84884201947 scopus 로고    scopus 로고
    • Variable selection in monotone single-index models via the adaptive lasso
    • FOSTER, J. C., TAYLOR, J. M. G. AND NAN, B. (2013). Variable selection in monotone single-index models via the adaptive lasso. Statistics in Medicine 32(22), 3944-3954.
    • (2013) Statistics in Medicine , vol.32 , Issue.22 , pp. 3944-3954
    • Foster, J.C.1    Taylor, G.J.M.2    Nan, B.3
  • 7
    • 80053563163 scopus 로고    scopus 로고
    • Subgroup identification from randomized clinical trial dat
    • FOSTER, J. C., TAYLOR, J. M. G. AND RU BERG, S. J. (2011). Subgroup identification from randomized clinical trial data. Statistics in Medicine 30(24), 2867-2880.
    • (2011) Statistics in Medicine , vol.30 , Issue.24 , pp. 2867-2880
    • Foster, J.C.1    Taylor, J.M.G.2    Ruberg, S.3
  • 8
    • 0002432565 scopus 로고
    • Multivariate adaptive regression splines
    • FRIEDMAN, J. H. (1991). Multivariate adaptive regression splines. The Annals of Statistics 19(1), 1-141.
    • (1991) The Annals of Statistics , vol.19 , Issue.1 , pp. 1-141
    • Friedman, J.H.1
  • 10
    • 84876042107 scopus 로고    scopus 로고
    • Estimating treatment effect heterogeneity in randomized program evaluation
    • IMAI, K. AND RATKOVIC, M. (2013). Estimating treatment effect heterogeneity in randomized program evaluation. Annals of Applied Statistics 7(1), 443-470.
    • (2013) Annals of Applied Statistics , vol.7 , Issue.1 , pp. 443-470
    • Imai, K.1    Ratkovic, M.2
  • 12
    • 80051894060 scopus 로고    scopus 로고
    • Subgroup identification based on differential effect search-A recursive partitioning method for establishing respo nse to treatment in patient subpopulations
    • LIPKOVICH, I.,DMITRIENKO, A.,DENNE, J. AND ENAS, G. (2011). Subgroup identification based on differential effect search-a recursive partitioning method for establishing respo nse to treatment in patient subpopulations. Statistics in Medicine 30(21), 2601-2621.
    • (2011) Statistics in Medicine , vol.30 , Issue.21 , pp. 2601-2621
    • Lipkovich, I.1    Dmitrienko, A.2    Denne, J.3    Enas, G.4
  • 15
    • 21644435923 scopus 로고    scopus 로고
    • Tree-structured subgroup analysis for censored survival data: Validation of computationally inexpensive model selection criteri
    • NEGASSA, A., CIAMPI, A., ABRAHAMOWICZ, M., SHAPIRO, S. AND BOIVIN, J.-F. (2005). Tree-structured subgroup analysis for censored survival data: validation of computationally inexpensive model selection criteria. Statistics and Computing 15(3), 231-239.
    • (2005) Statistics and Computing , vol.15 , Issue.3 , pp. 231-239
    • Negassa, A.1    Ciampi, A.2    Abrahamowicz, M.3    Shapiro, S.4    Boivin, J.-F.5
  • 16
    • 84870707096 scopus 로고    scopus 로고
    • Performance guarantees for individualized treatment rules
    • QIAN, M. AND MURPHY, S. A. (2011). Performance guarantees for individualized treatment rules. Annals of Statistics 39(2), 1180-1210.
    • (2011) Annals of Statistics , vol.39 , Issue.2 , pp. 1180-1210
    • Qian, M.1    Murphy, S.A.2
  • 18
    • 10944237674 scopus 로고    scopus 로고
    • Evaluating markers for selecting a patient's treatment
    • SONG, X. AND PEPE, M. S.(2004). Evaluating markers for selecting a patient's treatment. Biometrics 60(4), 874-883.
    • (2004) Biometrics , vol.60 , Issue.4 , pp. 874-883
    • Song, X.1    Pepe, M.S.2
  • 23
    • 84871667403 scopus 로고    scopus 로고
    • A robust method for estimating optimal treatment regimes
    • ZHANG, B., TSIATIS, A. A., LABER, E. B. AND DAVIDIAN, M. (2012). A robust method for estimating optimal treatment regimes. Biometrics 68(4), 1010-1018.
    • (2012) Biometrics , vol.68 , Issue.4 , pp. 1010-1018
    • Zhang, B.1    Tsiatis, A.A.2    Laber, E.B.3    Davidian, M.4
  • 24
    • 62549126570 scopus 로고    scopus 로고
    • On the adaptive elastic-net with a diverging number of parameters
    • ZOU, H. AND ZHANG, H. H. (2 009). On the adaptive elastic-net with a diverging number of parameters. Annals of Statistics 37(4), 1733-1751.
    • (2009) Annals of Statistics , vol.37 , Issue.4 , pp. 1733-1751
    • Zou, H.1    Zhang, H.H.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.