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Volumn 10, Issue , 2011, Pages

Statistical learning methods as a preprocessing step for survival analysis: Evaluation of concept using lung cancer data

Author keywords

[No Author keywords available]

Indexed keywords

CONFIDENCE INTERVAL; COX REGRESSION; DATA SETS; DIFFERENTIAL EVOLUTION; HAZARD RATIO; HYBRID MODELING; KAPLAN-MEIER; LOGISTIC REGRESSIONS; LUNG CANCER; NON SMALL CELL LUNG CANCER; NON-LINEAR RELATIONSHIPS; ODDS RATIOS; PRE-PROCESSING STEP; PREDICTIVE CAPABILITIES; PROBABILISTIC NEURAL NETWORKS; RECEIVER OPERATING CHARACTERISTIC CURVES; SMALL DATA SET; STANDARD DEVIATION; STATISTICAL LEARNING; STATISTICAL LEARNING METHODS; STOCHASTIC METHODS; SURVIVAL ANALYSIS; TUMOR GRADES;

EID: 80455158268     PISSN: None     EISSN: 1475925X     Source Type: Journal    
DOI: 10.1186/1475-925X-10-97     Document Type: Article
Times cited : (12)

References (27)
  • 1
    • 0003450542 scopus 로고    scopus 로고
    • The Nature of Statistical Learning Theory
    • NY: Springer, Second
    • Vapnik VN. The Nature of Statistical Learning Theory. 2000, NY: Springer, Second.
    • (2000)
    • Vapnik, V.N.1
  • 2
    • 0003991806 scopus 로고    scopus 로고
    • Statistical Learning Theory
    • NY: John Wiley & Sons, Inc.
    • Vapnik VN. Statistical Learning Theory. 1998, NY: John Wiley & Sons, Inc..
    • (1998)
    • Vapnik, V.N.1
  • 3
    • 14644392676 scopus 로고    scopus 로고
    • Kernel Methods for Pattern Analysis
    • Cambridge, UK Cambridge University Press
    • Shawe-Taylor J, Cristianini N. Kernel Methods for Pattern Analysis. 2004, Cambridge, UK Cambridge University Press.
    • (2004)
    • Shawe-Taylor, J.1    Cristianini, N.2
  • 4
    • 79251584640 scopus 로고    scopus 로고
    • Statistical learning techniques applied to epidemiology: a simulated case-control comparison study with logistic regression
    • 10.1186/1471-2105-12-37, 3045299, 21272346
    • Heine JJ, Land WH, Egan KM. Statistical learning techniques applied to epidemiology: a simulated case-control comparison study with logistic regression. BMC Bioinformatics 2011, 12:37. 10.1186/1471-2105-12-37, 3045299, 21272346.
    • (2011) BMC Bioinformatics , vol.12 , pp. 37
    • Heine, J.J.1    Land, W.H.2    Egan, K.M.3
  • 5
    • 0042831259 scopus 로고    scopus 로고
    • Screening for lung cancer: a systematic review and meta-analysis of controlled trials
    • 10.1136/thorax.58.9.784, 1746815, 12947138
    • Manser RL, Irving LB, Byrnes G, Abramson MJ, Stone CA, Campbell DA. Screening for lung cancer: a systematic review and meta-analysis of controlled trials. Thorax 2003, 58(9):784-789. 10.1136/thorax.58.9.784, 1746815, 12947138.
    • (2003) Thorax , vol.58 , Issue.9 , pp. 784-789
    • Manser, R.L.1    Irving, L.B.2    Byrnes, G.3    Abramson, M.J.4    Stone, C.A.5    Campbell, D.A.6
  • 6
    • 79960264364 scopus 로고    scopus 로고
    • Inconsistencies in findings from the early lung cancer action project studies of lung cancer screening
    • 10.1093/jnci/djr202, 21685356
    • Bach PB. Inconsistencies in findings from the early lung cancer action project studies of lung cancer screening. J Natl Cancer Inst 2011, 103(13):1002-1006. 10.1093/jnci/djr202, 21685356.
    • (2011) J Natl Cancer Inst , vol.103 , Issue.13 , pp. 1002-1006
    • Bach, P.B.1
  • 9
    • 0025206332 scopus 로고
    • Probabilistic neural networks
    • Specht DF. Probabilistic neural networks. Neural Networks 1990, 3:109-118.
    • (1990) Neural Networks , vol.3 , pp. 109-118
    • Specht, D.F.1
  • 10
    • 0001473437 scopus 로고
    • On estimation of a probability density function and mode
    • Parzen E. On estimation of a probability density function and mode. Annals of Mathematical Statistics 1962, 33(3):1065-1076.
    • (1962) Annals of Mathematical Statistics , vol.33 , Issue.3 , pp. 1065-1076
    • Parzen, E.1
  • 12
    • 14644399617 scopus 로고    scopus 로고
    • Differential Evolution: A Practical Approach to Global Optimization
    • Heidelberg: Springer
    • Price KV, Storn RM, Lampinen JA. Differential Evolution: A Practical Approach to Global Optimization. 2005, Heidelberg: Springer.
    • (2005)
    • Price, K.V.1    Storn, R.M.2    Lampinen, J.A.3
  • 13
    • 0003508724 scopus 로고    scopus 로고
    • Applied Logistic Regression
    • NY: John Wiley & Sons, Inc., second
    • Hosmer DW, Lemeshow S. Applied Logistic Regression. 2000, NY: John Wiley & Sons, Inc., second.
    • (2000)
    • Hosmer, D.W.1    Lemeshow, S.2
  • 14
    • 0020083498 scopus 로고
    • The meaning and use of the area under a receiver operating characteristic (ROC) curve
    • Hanley JA, McNeil BJ. The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology 1982, 143(1):29-36.
    • (1982) Radiology , vol.143 , Issue.1 , pp. 29-36
    • Hanley, J.A.1    McNeil, B.J.2
  • 15
    • 3242770671 scopus 로고    scopus 로고
    • Overall C as a measure of discrimination in survival analysis: model specific population value and confidence interval estimation
    • 10.1002/sim.1802, 15211606
    • Pencina MJ, D'Agostino RB. Overall C as a measure of discrimination in survival analysis: model specific population value and confidence interval estimation. Stat Med 2004, 23(13):2109-2123. 10.1002/sim.1802, 15211606.
    • (2004) Stat Med , vol.23 , Issue.13 , pp. 2109-2123
    • Pencina, M.J.1    D'Agostino, R.B.2
  • 18
    • 0003991665 scopus 로고
    • An Introduction to the Bootstrap
    • Boca Raton, FL: Chapman & Hall/CRC
    • Efron B, Tibshirani RJ. An Introduction to the Bootstrap. 1993, Boca Raton, FL: Chapman & Hall/CRC.
    • (1993)
    • Efron, B.1    Tibshirani, R.J.2
  • 19
    • 0025826624 scopus 로고
    • Survival determinants in extensive-stage non-small-cell lung cancer: the Southwest Oncology Group experience
    • Albain KS, Crowley JJ, LeBlanc M, Livingston RB. Survival determinants in extensive-stage non-small-cell lung cancer: the Southwest Oncology Group experience. J Clin Oncol 1991, 9(9):1618-1626.
    • (1991) J Clin Oncol , vol.9 , Issue.9 , pp. 1618-1626
    • Albain, K.S.1    Crowley, J.J.2    LeBlanc, M.3    Livingston, R.B.4
  • 21
    • 9544219670 scopus 로고    scopus 로고
    • Estimating relative risk functions in case-control studies using a nonparametric logistic regression
    • Zhao LP, Kristal AR, White E. Estimating relative risk functions in case-control studies using a nonparametric logistic regression. Am J Epidemiol 1996, 144(6):598-609.
    • (1996) Am J Epidemiol , vol.144 , Issue.6 , pp. 598-609
    • Zhao, L.P.1    Kristal, A.R.2    White, E.3
  • 22
    • 0030974051 scopus 로고    scopus 로고
    • Flexible modeling of the effects of serum cholesterol on coronary heart disease mortality
    • 10.1093/aje/145.8.714, 9125998
    • Abrahamowicz M, du Berger R, Grover SA. Flexible modeling of the effects of serum cholesterol on coronary heart disease mortality. Am J Epidemiol 1997, 145(8):714-729. 10.1093/aje/145.8.714, 9125998.
    • (1997) Am J Epidemiol , vol.145 , Issue.8 , pp. 714-729
    • Abrahamowicz, M.1    du Berger, R.2    Grover, S.A.3
  • 23
    • 59649129642 scopus 로고    scopus 로고
    • Maternal age and infant mortality: a test of the Wilcox-Russell hypothesis
    • 2638945, 19029004
    • Gage TB, Fang F, O'Neill E, Stratton H. Maternal age and infant mortality: a test of the Wilcox-Russell hypothesis. Am J Epidemiol 2009, 169(3):294-303. 2638945, 19029004.
    • (2009) Am J Epidemiol , vol.169 , Issue.3 , pp. 294-303
    • Gage, T.B.1    Fang, F.2    O'Neill, E.3    Stratton, H.4
  • 24
    • 77952014775 scopus 로고    scopus 로고
    • Empirical estimates of the lead time distribution for prostate cancer based on two independent representative cohorts of men not subject to prostate-specific antigen screening
    • 10.1158/1055-9965.EPI-09-1251, 2866147, 20406957
    • Savage CJ, Lilja H, Cronin AM, Ulmert D, Vickers AJ. Empirical estimates of the lead time distribution for prostate cancer based on two independent representative cohorts of men not subject to prostate-specific antigen screening. Cancer Epidemiol Biomarkers Prev 2010, 19(5):1201-1207. 10.1158/1055-9965.EPI-09-1251, 2866147, 20406957.
    • (2010) Cancer Epidemiol Biomarkers Prev , vol.19 , Issue.5 , pp. 1201-1207
    • Savage, C.J.1    Lilja, H.2    Cronin, A.M.3    Ulmert, D.4    Vickers, A.J.5
  • 25
    • 44449095650 scopus 로고    scopus 로고
    • Are racial disparities in preterm birth larger in hypersegregated areas?
    • 10.1093/aje/kwn043, 18367470
    • Osypuk TL, Acevedo-Garcia D. Are racial disparities in preterm birth larger in hypersegregated areas?. Am J Epidemiol 2008, 167(11):1295-1304. 10.1093/aje/kwn043, 18367470.
    • (2008) Am J Epidemiol , vol.167 , Issue.11 , pp. 1295-1304
    • Osypuk, T.L.1    Acevedo-Garcia, D.2
  • 26
    • 36749007157 scopus 로고    scopus 로고
    • Differential dietary nutrient intake according to hormone replacement therapy use: an underestimated confounding factor in epidemiologic studies?
    • 10.1093/aje/kwm162, 17698505
    • Vercambre MN, Fournier A, Boutron-Ruault MC, Clavel-Chapelon F, Ringa V, Berr C. Differential dietary nutrient intake according to hormone replacement therapy use: an underestimated confounding factor in epidemiologic studies?. Am J Epidemiol 2007, 166(12):1451-1460. 10.1093/aje/kwm162, 17698505.
    • (2007) Am J Epidemiol , vol.166 , Issue.12 , pp. 1451-1460
    • Vercambre, M.N.1    Fournier, A.2    Boutron-Ruault, M.C.3    Clavel-Chapelon, F.4    Ringa, V.5    Berr, C.6
  • 27
    • 67650096807 scopus 로고    scopus 로고
    • Fast-food consumption, diet quality, and neighborhood exposure to fast food: the multi-ethnic study of atherosclerosis
    • 10.1093/aje/kwp090, 2733038, 19429879
    • Moore LV, Diez Roux AV, Nettleton JA, Jacobs DR, Franco M. Fast-food consumption, diet quality, and neighborhood exposure to fast food: the multi-ethnic study of atherosclerosis. Am J Epidemiol 2009, 170(1):29-36. 10.1093/aje/kwp090, 2733038, 19429879.
    • (2009) Am J Epidemiol , vol.170 , Issue.1 , pp. 29-36
    • Moore, L.V.1    Diez Roux, A.V.2    Nettleton, J.A.3    Jacobs, D.R.4    Franco, M.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.