메뉴 건너뛰기




Volumn 9, Issue 1, 2009, Pages

Determining relative importance of variables in developing and validating predictive models

Author keywords

[No Author keywords available]

Indexed keywords

ACCURACY; ACUTE LYMPHOBLASTIC LEUKEMIA; ARTICLE; BOOTSTRAPPING; HUMAN; PREDICTOR VARIABLE; PROSTATE CANCER; REPRODUCIBILITY; ROC CURVE; STATISTICAL MODEL; TUMOR LYSIS SYNDROME; VALIDATION PROCESS; CHILD; COMPARATIVE STUDY; FEMALE; MALE; METHODOLOGY; PREDICTION AND FORECASTING; RECEIVER OPERATING CHARACTERISTIC; REGRESSION ANALYSIS; RISK ASSESSMENT; RISK FACTOR; STATISTICS; VALIDATION STUDY;

EID: 70350338235     PISSN: None     EISSN: 14712288     Source Type: Journal    
DOI: 10.1186/1471-2288-9-64     Document Type: Article
Times cited : (34)

References (34)
  • 1
    • 0026320717 scopus 로고
    • Statistics in medical journals: Development in the 1980s
    • 10.1002/sim.4780101206. 1805317
    • Statistics in medical journals: development in the 1980s. DG Altman, Stat Med 1991 10 1897 913 10.1002/sim.4780101206 1805317
    • (1991) Stat Med , vol.10 , pp. 1897-913
    • Altman, D.G.1
  • 3
    • 0029788643 scopus 로고    scopus 로고
    • Logistic regression models in medical research are poorly presented
    • 8806274
    • Logistic regression models in medical research are poorly presented. R Bender U Grouven, BMJ 1996 313 628 8806274
    • (1996) BMJ , vol.313 , pp. 628
    • Bender, R.1    Grouven, U.2
  • 4
    • 0034728356 scopus 로고    scopus 로고
    • What do you mean by validating a prognostic model?
    • 10.1002/(SICI)1097-0258(20000229)19:4<453::AID-SIM350>3.0.CO;2-5. 10694730
    • What do you mean by validating a prognostic model? DG Altman P Royston, Stat Med 2000 19 4 453 73 10.1002/(SICI)1097-0258(20000229)19:4<453::AID- SIM350>3.0.CO;2-5 10694730
    • (2000) Stat Med , vol.19 , Issue.4 , pp. 453-73
    • Altman, D.G.1    Royston, P.2
  • 5
    • 35048855741 scopus 로고    scopus 로고
    • Features at presentation predict children with acute lymphoblastic leukemia at low risk for tumor lysis syndrome
    • 10.1002/cncr.22990. 17724682
    • Features at presentation predict children with acute lymphoblastic leukemia at low risk for tumor lysis syndrome. TH Truong J Beyene J Hitzler O Abla AM Maloney S Weitzman L Sung, Cancer 2007 110 8 1832 9 10.1002/cncr.22990 17724682
    • (2007) Cancer , vol.110 , Issue.8 , pp. 1832-9
    • Truong, T.H.1    Beyene, J.2    Hitzler, J.3    Abla, O.4    Maloney, A.M.5    Weitzman, S.6    Sung, L.7
  • 7
    • 0036166439 scopus 로고    scopus 로고
    • Tumor classification by partial least squares using microarray gene expression data
    • 10.1093/bioinformatics/18.1.39. 11836210
    • Tumor classification by partial least squares using microarray gene expression data. DV Nguyen DM Rocke, Bioinformatics 2002 18 1 39 50 10.1093/bioinformatics/18.1.39 11836210
    • (2002) Bioinformatics , vol.18 , Issue.1 , pp. 39-50
    • Nguyen, D.V.1    Rocke, D.M.2
  • 11
    • 0141994853 scopus 로고    scopus 로고
    • Towards integrated clinic-genomic models for personalized medicine: Combining gene expression signatures and clinical factors in breast cancer outcomes prediction
    • 10.1093/hmg/ddg287. 12928487
    • Towards integrated clinic-genomic models for personalized medicine: combining gene expression signatures and clinical factors in breast cancer outcomes prediction. JR Nevins ES Huang H Dressman J Pittman AT Huang M West, Human Molecular Genetics 2003 12 2 153 7 10.1093/hmg/ddg287 12928487
    • (2003) Human Molecular Genetics , vol.12 , Issue.2 , pp. 18153-7
    • Nevins, J.R.1    Huang, E.S.2    Dressman, H.3    Pittman, J.4    Huang, A.T.5    West, M.6
  • 12
    • 40749147726 scopus 로고    scopus 로고
    • Evaluation of logistic regression reporting in current obstetrics and gynecology literature
    • 18238980
    • Evaluation of logistic regression reporting in current obstetrics and gynecology literature. RT Mikolajczyk A Disilvesto J Zhang, Obstetrics and Gynecology 2008 111 2 Pt 1 413 9 18238980
    • (2008) Obstetrics and Gynecology , vol.111 , Issue.2 PART 1 , pp. 413-9
    • Mikolajczyk, R.T.1    Disilvesto, A.2    Zhang, J.3
  • 13
    • 0037338430 scopus 로고    scopus 로고
    • An appraisal of multivariable logistic models in pulmonary and critical care literature
    • 10.1378/chest.123.3.923. 12628895
    • An appraisal of multivariable logistic models in pulmonary and critical care literature. M Moss AD Wellman GA Cotsonis, Chest 2003 123 923 928 10.1378/chest.123.3.923 12628895
    • (2003) Chest , vol.123 , pp. 923-928
    • Moss, M.1    Wellman, A.D.2    Cotsonis, G.A.3
  • 14
    • 0027534004 scopus 로고
    • The risk of determining risk with multivariable models
    • 8417638
    • The risk of determining risk with multivariable models. J Concato AR Feinstein TR Holford, Ann Intern Med 1993 118 201 210 8417638
    • (1993) Ann Intern Med , vol.118 , pp. 201-210
    • Concato, J.1    Feinstein, A.R.2    Holford, T.R.3
  • 15
    • 0031755725 scopus 로고    scopus 로고
    • Statistical reviewing policies of medical journals: Caveat lector?
    • 10.1046/j.1525-1497.1998.00227.x. 9824521
    • Statistical reviewing policies of medical journals: caveat lector? SN Goodman DG Altman SL George, J Gen Intern Med 1998 13 753 756 10.1046/j.1525-1497.1998.00227.x 9824521
    • (1998) J Gen Intern Med , vol.13 , pp. 753-756
    • Goodman, S.N.1    Altman, D.G.2    George, S.L.3
  • 16
    • 0041669603 scopus 로고    scopus 로고
    • Predictive accuracy and explained variation
    • 10.1002/sim.1486. 12854094
    • Predictive accuracy and explained variation. M Schemper, Stat Med 2003 22 2299 2308 10.1002/sim.1486 12854094
    • (2003) Stat Med , vol.22 , pp. 2299-2308
    • Schemper, M.1
  • 17
    • 0034906866 scopus 로고    scopus 로고
    • Internal validation of predictive models: Efficiency of some procedures for logistic regression analysis
    • 10.1016/S0895-4356(01)00341-9. 11470385
    • Internal Validation of Predictive Models: Efficiency of some procedures for logistic regression analysis. EW Steyerberg FE Harrell Jr GJ Borsboom MJ Eijkemans Y Vergouwe JD Habbema, Journal of Clinical Epidemiology 2001 54 8 774 781 10.1016/S0895-4356(01)00341-9 11470385
    • (2001) Journal of Clinical Epidemiology , vol.54 , Issue.8 , pp. 774-781
    • Steyerberg, E.W.1    Jr H. E, F.2    Borsboom, G.J.3    Eijkemans, M.J.4    Vergouwe, Y.5    Habbema, J.D.6
  • 19
    • 85004844353 scopus 로고
    • Backward, forward and stepwise automated subset selection algorithms: Frequency of obtaining authentic and noise variables
    • Backward, forward and stepwise automated subset selection algorithms: Frequency of obtaining authentic and noise variables. S Derksen HJ Keselman, British Journal of Mathematical and Statistical Psychology 1992 45 265 282
    • (1992) British Journal of Mathematical and Statistical Psychology , vol.45 , pp. 265-282
    • Derksen, S.1    Keselman, H.J.2
  • 20
    • 27944460480 scopus 로고    scopus 로고
    • Can the strengths of AIC and BIC be shared? A conflict between model indentification and regression estimation
    • DOI 10.1093/biomet/92.4.937
    • Can the strengths of AIC and BIC be shared? A conflict between model indentification and regression estimation. Y Yang, Biometrica 2005 92 4 937 950 10.1093/biomet/92.4.937 (Pubitemid 41681244)
    • (2005) Biometrika , vol.92 , Issue.4 , pp. 937-950
    • Yang, Y.1
  • 21
    • 0000245743 scopus 로고    scopus 로고
    • Statistical modeling: The two cultures
    • 10.1214/ss/1009213726
    • Statistical Modeling: The two cultures. L Breiman, Statistical Science 2001 16 3 199 231 10.1214/ss/1009213726
    • (2001) Statistical Science , vol.16 , Issue.3 , pp. 199-231
    • Breiman, L.1
  • 24
    • 0034657861 scopus 로고    scopus 로고
    • Bootstrap confidence intervals: When, which, what? A practical guide for medical statisticians
    • 10.1002/(SICI)1097-0258(20000515)19:9<1141::AID-SIM479>3.0.CO;2-F. 10797513
    • Bootstrap confidence intervals: when, which, what? A practical guide for medical statisticians. J Carpenter J Bithell, Stat Med 2000 19 1141 1164 10.1002/(SICI)1097-0258(20000515)19:9<1141::AID-SIM479>3.0.CO;2-F 10797513
    • (2000) Stat Med , vol.19 , pp. 1141-1164
    • Carpenter, J.1    Bithell, J.2
  • 25
    • 0027081755 scopus 로고
    • A bootstrap resampling procedure for model building: Applicatioon to the Cox regression model
    • 10.1002/sim.4780111607. 1293671
    • A bootstrap resampling procedure for model building: Applicatioon to the Cox regression model. W Sauerbrei M Schumacher, Statistics in Medicine 1992 11 2093 2109 10.1002/sim.4780111607 1293671
    • (1992) Statistics in Medicine , vol.11 , pp. 2093-2109
    • Sauerbrei, W.1    Schumacher, M.2
  • 26
    • 2442426473 scopus 로고    scopus 로고
    • Bootstrap methods for developing predictive models
    • 10.1198/0003130043277
    • Bootstrap methods for developing predictive models. PC Austin JV Tu, The American Statistician 2004 58 2 131 7 10.1198/0003130043277
    • (2004) The American Statistician , vol.58 , Issue.2 , pp. 131-7
    • Austin, P.C.1    Tu, J.V.2
  • 27
    • 9644265270 scopus 로고    scopus 로고
    • Automated variable selection methods for logistic regression produced unstable models for predicting acute myocardial infarction mortality
    • 10.1016/j.jclinepi.2004.04.003. 15567629
    • Automated variable selection methods for logistic regression produced unstable models for predicting acute myocardial infarction mortality. PC Austin JV Tu, Journal of Clinical Epidemiology 2004 57 1138 1146 10.1016/j.jclinepi. 2004.04.003 15567629
    • (2004) Journal of Clinical Epidemiology , vol.57 , pp. 1138-1146
    • Austin, P.C.1    Tu, J.V.2
  • 29
    • 0017280570 scopus 로고
    • The analysis and selection of variables in linear regression
    • 10.2307/2529336
    • The analysis and selection of variables in linear regression. RR Hocking, Biometrics 1976 32 1 49 10.2307/2529336
    • (1976) Biometrics , vol.32 , pp. 1-49
    • Hocking, R.R.1
  • 30
    • 0001201909 scopus 로고
    • Bayesian model selection in social research
    • 10.2307/271063
    • Bayesian Model Selection in Social Research. AE Raftery, Sociological Methodology 1995 25 111 195 10.2307/271063
    • (1995) Sociological Methodology , vol.25 , pp. 111-195
    • Raftery, A.E.1
  • 31
    • 41549149575 scopus 로고    scopus 로고
    • Gleason score as predictor of clinicopathologic findings and biochemical (PSA) progression following radical prostatectomy
    • 18341718
    • Gleason score as predictor of clinicopathologic findings and biochemical (PSA) progression following radical prostatectomy. MS Guimarates MM Quintal LR Meirelles LA Maqna U Ferreira A Billis, Int Braz J Urol 2008 34 1 23 29 18341718
    • (2008) Int Braz J Urol , vol.34 , Issue.1 , pp. 23-29
    • Guimarates, M.S.1    Quintal, M.M.2    Meirelles, L.R.3    Maqna, L.A.4    Ferreira, U.5    Billis, A.6
  • 32
    • 33644598598 scopus 로고    scopus 로고
    • How well does the Gleason score predict prostate cancer death? A 20-year follow up of a population based cohort in Sweden
    • 10.1016/S0022-5347(05)00734-2. 16515993
    • How well does the Gleason score predict prostate cancer death? A 20-year follow up of a population based cohort in Sweden. O Andrén K Fall L Franzén SO Andersson JE Johansson MA Rubin, J Urol 2006 175 4 1337 40 10.1016/S0022-5347(05)00734-2 16515993
    • (2006) J Urol , vol.175 , Issue.4 , pp. 1337-40
    • Andrén, O.1    Fall, K.2    Franzén, L.3    Andersson, S.O.4    Johansson, J.E.5    Rubin, M.A.6
  • 33
    • 0033923708 scopus 로고    scopus 로고
    • Use of percent free prostate-specific antigen as a predictor of the pathological features of clinically localized prostate cancer
    • 10.1159/000020283. 10895016
    • Use of Percent Free Prostate-Specific Antigen as a Predictor of the Pathological Features of Clinically Localized Prostate Cancer. J Morote G Encabo IM Torres, Eur Urol 2000 38 225 229 10.1159/000020283 10895016
    • (2000) Eur Urol , vol.38 , pp. 225-229
    • Morote, J.1    Encabo, G.2    Torres, I.M.3
  • 34
    • 0033786392 scopus 로고    scopus 로고
    • Preoperative serum prostate specific antigen does not reflect biochemical failure rates after radical prostatectomy in men with large volume cancers
    • 10.1016/S0022-5347(05)67036-X. 11025712
    • Preoperative serum prostate specific antigen does not reflect biochemical failure rates after radical prostatectomy in men with large volume cancers. M Noguchi TA Stamey J McNeal CM Yemoto, J Urol 2000 164 5 1596 1600 10.1016/S0022-5347(05)67036-X 11025712
    • (2000) J Urol , vol.164 , Issue.5 , pp. 1596-1600
    • Noguchi, M.1    Stamey, T.A.2    McNeal, J.3    Yemoto, C.M.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.