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Volumn , Issue , 2010, Pages 183-191

An integrated machine learning approach to stroke prediction

Author keywords

Algorithms; Experimentation; Performance

Indexed keywords

ACCURATE PREDICTION; AREA UNDER THE ROC CURVE; AUTOMATIC FEATURE SELECTION; CENSORED REGRESSION; COMMON PROBLEMS; CONCORDANCE INDEX; COX MODEL; DATA IMPUTATION; DATA SETS; EARLY INTERVENTION; EXPERIMENTATION; FEATURE SELECTION; FEATURE SELECTION ALGORITHM; HEALTH-STUDY; INTEGRATED MACHINES; MACHINE-LEARNING; MARGIN-BASED CLASSIFIERS; MEDICAL DATA SETS; MISSING DATA; PERFORMANCE; POTENTIAL RISKS; PROPORTIONAL HAZARDS MODEL; RISK FACTORS;

EID: 77956220482     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1835804.1835830     Document Type: Conference Paper
Times cited : (144)

References (36)
  • 2
    • 75449096007 scopus 로고    scopus 로고
    • American Heart Association American Heart Association, Dallas, Texas
    • American Heart Association. Heart Disease and Stroke Statistics 2009 Update. American Heart Association, Dallas, Texas, 2009.
    • (2009) Heart Disease and Stroke Statistics 2009 Update
  • 3
    • 19944372078 scopus 로고    scopus 로고
    • Generating survival times to simulate cox proportional hazards models
    • R. Bender, T. Augustin, and M. Blettner. Generating survival times to simulate Cox proportional hazards models. Statistics in Medicine, 24:1713-1723, 2005.
    • (2005) Statistics in Medicine , vol.24 , pp. 1713-1723
    • Bender, R.1    Augustin, T.2    Blettner, M.3
  • 4
    • 3442894399 scopus 로고    scopus 로고
    • Prediction of ischemic stroke risk in the atherosclerosis risk in communities study
    • L. E. Chambless, G. Heiss, E. Shahar, M. J. Earp, and J. Toole. Prediction of ischemic stroke risk in the atherosclerosis risk in communities study. Am. J. Epidemiol., 160(3):259-269, 2004.
    • (2004) Am. J. Epidemiol. , vol.160 , Issue.3 , pp. 259-269
    • Chambless, L.E.1    Heiss, G.2    Shahar, E.3    Earp, M.J.4    Toole, J.5
  • 6
    • 0002572171 scopus 로고
    • Epidemiological approaches to heart disease: The framingham study
    • March
    • T. R. Dawber, G. F. Meadors, and F. E. Moore. Epidemiological approaches to heart disease: The framingham study. Am J Public Health Nations Health, 41:279-286, March 1951.
    • (1951) Am J Public Health Nations Health , vol.41 , pp. 279-286
    • Dawber, T.R.1    Meadors, G.F.2    Moore, F.E.3
  • 7
    • 0142011017 scopus 로고    scopus 로고
    • Imputation of missing longitudinal data: A comparison of methods
    • J. M. Engels and P. Diehr. Imputation of missing longitudinal data: a comparison of methods. J. Clin. Epidemiol., 56(10):968-976, 2003.
    • (2003) J. Clin. Epidemiol. , vol.56 , Issue.10 , pp. 968-976
    • Engels, J.M.1    Diehr, P.2
  • 9
    • 77949347317 scopus 로고    scopus 로고
    • 1 penalized estimation in the cox proportional hazards model
    • November
    • 1 penalized estimation in the Cox proportional hazards model. Biom J., November 2009.
    • (2009) Biom J.
    • Goeman, J.1
  • 10
    • 36849072045 scopus 로고    scopus 로고
    • Graph implementations for nonsmooth convex programs
    • V. Blondel, S. Boyd, and H. Kimura, editors Springer-Verlag Limited
    • M. Grant and S. Boyd. Graph implementations for nonsmooth convex programs. In V. Blondel, S. Boyd, and H. Kimura, editors, Recent Advances in Learning and Control, Lecture Notes in Control and Information Sciences, pages 95-110. Springer-Verlag Limited, 2008. http://stanford.edu/~boyd/graph-dcp.html.
    • (2008) Recent Advances in Learning and Control, Lecture Notes in Control and Information Sciences , pp. 95-110
    • Grant, M.1    Boyd, S.2
  • 13
    • 33745561205 scopus 로고    scopus 로고
    • An introduction to variable and feature selection
    • I. Guyon and A. Elisseeff. An introduction to variable and feature selection. J. Mach. Learn. Res., 3:1157-1182, 2003.
    • (2003) J. Mach. Learn. Res. , vol.3 , pp. 1157-1182
    • Guyon, I.1    Elisseeff, A.2
  • 15
    • 77956194041 scopus 로고    scopus 로고
    • Effect of repeated transcatheter arterial embolization on the survival time in patients with hepatocellular carcinoma
    • K. Ikeda, H. Kumada, and S. Saitoh. Effect of repeated transcatheter arterial embolization on the survival time in patients with hepatocellular carcinoma. Cancer, 2006.
    • (2006) Cancer
    • Ikeda, K.1    Kumada, H.2    Saitoh, S.3
  • 18
    • 0242608650 scopus 로고    scopus 로고
    • Comparison of cox regression with other methods for determining prediction models and nomograms
    • December
    • M. W. Kattan. Comparison of cox regression with other methods for determining prediction models and nomograms. The Journal of Urology, 170:S6-S10, December 2003.
    • (2003) The Journal of Urology , vol.170
    • Kattan, M.W.1
  • 21
    • 0025119902 scopus 로고
    • The cox proportional hazards model with change point: An epidemiologic application
    • K.-Y. Liang, S. G. Self, and X. Liu. The Cox proportional hazards model with change point: An epidemiologic application. Biometrics, 46:783-793, 1990.
    • (1990) Biometrics , vol.46 , pp. 783-793
    • Liang, K.-Y.1    Self, S.G.2    Liu, X.3
  • 23
    • 0035852879 scopus 로고    scopus 로고
    • Frequency and predictors of stroke death in 5,888 participants in the cardiovascular health study
    • February
    • W. T. Longstreth, Jr., C. Bernick, A. Fitzpatrick, M. Cushman, L. Knepper, J. Lima, and C. Furberg. Frequency and predictors of stroke death in 5,888 participants in the Cardiovascular Health Study. Neurology, 56:368-375, February 2001.
    • (2001) Neurology , vol.56 , pp. 368-375
    • Longstreth Jr., W.T.1    Bernick, C.2    Fitzpatrick, A.3    Cushman, M.4    Knepper, L.5    Lima, J.6    Furberg, C.7
  • 24
    • 0036144041 scopus 로고    scopus 로고
    • A stroke prediction score in the elderly: Validation and web-based application
    • February
    • T. Lumley, R. A. Kronmal, M. Cushman, T. A. Manolio, and S. Goldstein. A stroke prediction score in the elderly: Validation and web-based application. J. Clin. Epidemiol., 55(2):129-136, February 2002.
    • (2002) J. Clin. Epidemiol. , vol.55 , Issue.2 , pp. 129-136
    • Lumley, T.1    Kronmal, R.A.2    Cushman, M.3    Manolio, T.A.4    Goldstein, S.5
  • 25
    • 0029846932 scopus 로고    scopus 로고
    • Short-term predictors of incident stroke in older adults: The cardiovascular health study
    • September
    • T. A. Manolio, R. A. Kronmal, G. L. Burke, D. H. O'Leary, and T. R. Price. Short-term predictors of incident stroke in older adults: The Cardiovascular Health Study. Stroke, 27:1479-1486, September 1996.
    • (1996) Stroke , vol.27 , pp. 1479-1486
    • Manolio, T.A.1    Kronmal, R.A.2    Burke, G.L.3    O'Leary, D.H.4    Price, T.R.5
  • 28
    • 34547849507 scopus 로고    scopus 로고
    • 1 regularization-path algorithm for generalized linear models
    • 1 regularization-path algorithm for generalized linear models. JRSSB, 69(4):659-677, 2007.
    • (2007) JRSSB , vol.69 , Issue.4 , pp. 659-677
    • Park, M.-Y.1    Hastie, T.2
  • 29
    • 85162057713 scopus 로고    scopus 로고
    • On ranking in survival analysis: Bounds on the concordance index
    • J. Platt, D. Koller, Y. Singer, and S. Roweis, editors MIT Press, Cambridge, MA
    • V. Raykar, H. Steck, B. Krishnapuram, C. Dehing-Oberije, and P. Lambin. On ranking in survival analysis: Bounds on the concordance index. In J. Platt, D. Koller, Y. Singer, and S. Roweis, editors, Advances in Neural Information Processing Systems 20, pages 1209-1216. MIT Press, Cambridge, MA, 2008.
    • (2008) Advances in Neural Information Processing Systems 20 , pp. 1209-1216
    • Raykar, V.1    Steck, H.2    Krishnapuram, B.3    Dehing-Oberije, C.4    Lambin, P.5
  • 31
    • 0035284320 scopus 로고    scopus 로고
    • Analysis of incomplete climate data: Estimation of mean values and covariance matrices and imputation of missing values
    • T. Schneider. Analysis of incomplete climate data: Estimation of mean values and covariance matrices and imputation of missing values. Journal of Climate, 14:853-871, 2001.
    • (2001) Journal of Climate , vol.14 , pp. 853-871
    • Schneider, T.1
  • 32
    • 0001287271 scopus 로고    scopus 로고
    • Regression shrinkage and selection via the lasso
    • R. Tibshirani. Regression shrinkage and selection via the lasso. J. R. Statist. Soc. B, 58(1):267-288, 1996.
    • (1996) J. R. Statist. Soc. B , vol.58 , Issue.1 , pp. 267-288
    • Tibshirani, R.1
  • 33
    • 4444257985 scopus 로고    scopus 로고
    • How do American stroke risk functions perform in a western european population?
    • September-October
    • Z. Vokó, M. Hollander, P. J. Koudstaal, A. Hofman, and M. M. Breteler. How do American stroke risk functions perform in a western European population? Neuroepidemiology, 23(5):247-253, September-October 2004.
    • (2004) Neuroepidemiology , vol.23 , Issue.5 , pp. 247-253
    • Vokó, Z.1    Hollander, M.2    Koudstaal, P.J.3    Hofman, A.4    Breteler, M.M.5
  • 34
    • 0026064452 scopus 로고
    • Probability of stroke: A risk profile from the framingham study
    • March
    • P. A. Wolf, R. B. D'Agostino, A. J. Belanger, and W. B. Kannel. Probability of stroke: a risk profile from the framingham study. Stroke, 22:312-318, March 1991.
    • (1991) Stroke , vol.22 , pp. 312-318
    • Wolf, P.A.1    D'Agostino, R.B.2    Belanger, A.J.3    Kannel, W.B.4
  • 35
    • 0003076895 scopus 로고    scopus 로고
    • Feature selection for high-dimensional genomic microarray data
    • Morgan Kaufmann, San Francisco, CA
    • E. P. Xing, M. I. Jordan, and R. M. Karp. Feature selection for high-dimensional genomic microarray data. In Proc. 18th International Conf. on Machine Learning, pages 601-608. Morgan Kaufmann, San Francisco, CA, 2001.
    • (2001) Proc. 18th International Conf. on Machine Learning , pp. 601-608
    • Xing, E.P.1    Jordan, M.I.2    Karp, R.M.3
  • 36


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.