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Volumn , Issue , 2009, Pages

Predicting risk of complications following a drug eluting stent procedure: A SVM approach for imbalanced data

Author keywords

[No Author keywords available]

Indexed keywords

DATA SETS; DECISION SUPPORTS; DRUG-ELUTING STENTS; HIGH POTENTIAL; IMBALANCED DATA; MACHINE-LEARNING; PERCUTANEOUS CORONARY INTERVENTION; PREDICTIVE MODELS; REAL-WORLD; ROC CURVES; STATISTICAL MODELS; SYNTHETIC MINORITY OVER-SAMPLING TECHNIQUES;

EID: 70449659517     PISSN: 10637125     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CBMS.2009.5255454     Document Type: Conference Paper
Times cited : (8)

References (26)
  • 3
    • 0037036849 scopus 로고    scopus 로고
    • Correlates of procedural complications and a simple integer risk score for percutaneous coronary intervention
    • M. Singh, R.J. Lennon, D.R. Holmes, M.R. Bell, and CS. Rihal, "Correlates of procedural complications and a simple integer risk score for percutaneous coronary intervention," Journal of the American College of Cardiology, vol.40, Aug. 2002, pp. 387-393
    • (2002) Journal of the American College of Cardiology , vol.40 , pp. 387-393
    • Singh, M.1    Lennon, R.J.2    Holmes, D.R.3    Bell, M.R.4    Rihal, C.S.5
  • 4
    • 0037012351 scopus 로고    scopus 로고
    • Development of a risk adjustment mortality model using the American College of Cardiology-National Cardiovascular Data Registry (ACC-NCDR) experience: 1998-2000
    • ACC-NCDR
    • R.E. Shaw, H.V. Anderson, R.G. Brindis, R.J. Krone, L.W. Klein, C.R. McKay, P.C. Block, L.J. Shaw, K. Hewitt, W.S. Weintraub, and ACC-NCDR, "Development of a risk adjustment mortality model using the American College of Cardiology-National Cardiovascular Data Registry (ACC-NCDR) experience: 1998-2000," J Am Coll Cardiol, vol.39, Apr. 2002, pp. 1104-1112.
    • (2002) J Am Coll Cardiol , vol.39 , pp. 1104-1112
    • Shaw, R.E.1    Anderson, H.V.2    Brindis, R.G.3    Krone, R.J.4    Klein, L.W.5    McKay, C.R.6    Block, P.C.7    Shaw, L.J.8    Hewitt, K.9    Weintraub, W.S.10
  • 5
    • 0035400101 scopus 로고    scopus 로고
    • Simplified risk score models accurately predict the risk of major in-hospital complications following percutaneous coronary intervention
    • F.S. Resnic, L. Ohno-Machado, A. Selwyn, D.I. Simon, and J.J. Popma, "Simplified risk score models accurately predict the risk of major in-hospital complications following percutaneous coronary intervention," The American Journal of Cardiology, vol.88, Jul. 2001, pp. 5-9.
    • (2001) The American Journal of Cardiology , vol.88 , pp. 5-9
    • Resnic, F.S.1    Ohno-Machado, L.2    Selwyn, A.3    Simon, D.I.4    Popma, J.J.5
  • 8
    • 0030923225 scopus 로고    scopus 로고
    • Relation of operator volume and experience to procedural outcome of percutaneous coronary revascularization at hospitals with high interventional volumes
    • S.G. Ellis, W. Weintraub, D. Holmes, R. Shaw, P.C. Block, and S.B. King, "Relation of Operator Volume and Experience to Procedural Outcome of Percutaneous Coronary Revascularization at Hospitals With High Interventional Volumes," Circulation, vol.95, Jun. 1997, pp. 2479-2484.
    • (1997) Circulation , vol.95 , pp. 2479-2484
    • Ellis, S.G.1    Weintraub, W.2    Holmes, D.3    Shaw, R.4    Block, P.C.5    King, S.B.6
  • 12
    • 70449690071 scopus 로고    scopus 로고
    • A "liberal" definition of stent thrombosis: Sirolimus-eluting stent vs bare metal stents
    • G. Weisz, J. Moses, and J. Schofer, "A "Liberal" Definition of Stent Thrombosis: Sirolimus-Eluting Stent vs Bare Metal Stents," Circulation, 2005, pp. (Suppl II):II-683.
    • (2005) Circulation , Issue.SUPPL. II
    • Weisz, G.1    Moses, J.2    Schofer, J.3
  • 14
    • 36048958298 scopus 로고    scopus 로고
    • Effects of SVM parameter optimization on discrimination and calibration for post-procedural PCI mortality
    • M.E. Matheny, F.S. Resnic, N. Arora, and L. OhnoMachado, "Effects of SVM parameter optimization on discrimination and calibration for post-procedural PCI mortality," Journal of Biomedical Informatics, vol.40, Dec. 2007, pp. 688-697.
    • (2007) Journal of Biomedical Informatics , vol.40 , pp. 688-697
    • Matheny, M.E.1    Resnic, F.S.2    Arora, N.3    Ohnomachado, L.4
  • 15
    • 0033257342 scopus 로고    scopus 로고
    • A genetic algorithm to select variables in logistic regression: Example in the domain of myocardial infarction
    • S. Vinterbo and L. Ohno-Machado, "A genetic algorithm to select variables in logistic regression: example in the domain of myocardial infarction.," Proceedings of the AMIA Symposium, 1999, pp. 984-988.
    • (1999) Proceedings of the AMIA Symposium , pp. 984-988
    • Vinterbo, S.1    Ohno-Machado, L.2
  • 16
    • 27644463448 scopus 로고    scopus 로고
    • Artificial neural network models for prediction of acute coronary syndromes using clinical data from the time of presentation
    • DOI 10.1016/j.annemergmed.2004.09.012, PII S0196064404014301
    • [16] R.F. Harrison and R.L.K. Kennedy, "Artificial Neural Network Models for Prediction of Acute Coronary Syndromes Using Clinical Data From the Time of Presentation," Annals of Emergency Medicine, vol.46, Nov. 2005, pp. 431-439. (Pubitemid 41552393)
    • (2005) Annals of Emergency Medicine , vol.46 , Issue.5 , pp. 431-439
    • Harrison, R.F.1    Kennedy, R.L.2
  • 17
    • 0031193620 scopus 로고    scopus 로고
    • Sequential versus standard neural networks for pattern recognition: An example using the domain of coronary heart disease
    • L. Ohno-Machado and M.A. Musen, "Sequential versus standard neural networks for pattern recognition: An example using the domain of coronary heart disease," Computers in Biology and Medicine, vol.27, Jul. 1997, pp. 267-281.
    • (1997) Computers in Biology and Medicine , vol.27 , pp. 267-281
    • Ohno-Machado, L.1    Musen, M.A.2
  • 18
    • 26044483543 scopus 로고    scopus 로고
    • Discrimination and calibration of mortality risk prediction models in interventional cardiology
    • M. Matheny, L. Ohno-Machado, and F. Resnic, "Discrimination and calibration of mortality risk prediction models in interventional cardiology," Journal of Biomedical Informatics, vol.38, Oct. 2005, pp. 367-375.
    • (2005) Journal of Biomedical Informatics , vol.38 , pp. 367-375
    • Matheny, M.1    Ohno-Machado, L.2    Resnic, F.3
  • 23
    • 54549121671 scopus 로고    scopus 로고
    • Assessing the landscape of stent thrombosis: The drug-eluting versus bare-metal stent controversy
    • D.G. Rizik and K.J. Klassen, "Assessing the Landscape of Stent Thrombosis: The Drug-Eluting Versus Bare-Metal Stent Controversy," The American Journal of Cardiology, vol.102, Nov. 2008, pp. 4J-11J.
    • (2008) The American Journal of Cardiology , vol.102
    • Rizik, D.G.1    Klassen, K.J.2
  • 24
    • 70449654561 scopus 로고    scopus 로고
    • The MathWorks - MATLAB and Simulink for Technical Computing
    • "The MathWorks - MATLAB and Simulink for Technical Computing."
  • 26
    • 28444483767 scopus 로고    scopus 로고
    • Last accessed on: June 20, 39:21
    • A. Rakotomamonjy , "SVM and Kernel Methods Matlab toolbox" http://asi.insarouen.fr/enseignants/~arakotom/toolbox/index.html. Last accessed on: June 20, 2009, 20:39:21.
    • (2009) SVM and Kernel Methods Matlab Toolbox , pp. 20
    • Rakotomamonjy, A.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.