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Volumn 16, Issue 2, 2012, Pages 248-254

Mining data from hemodynamic simulations for generating prediction and explanation models

Author keywords

Arterial stenosis; data mining; machine learning; medical expert system

Indexed keywords

ARTERIAL STENOSIS; CAROTID BIFURCATION; MACHINE-LEARNING; MEDICAL EXPERT SYSTEM; MEDICAL EXPERTS; PROBLEM DOMAIN; SIMULATED DATA; WALL SHEAR STRESS;

EID: 84858132703     PISSN: 10897771     EISSN: None     Source Type: Journal    
DOI: 10.1109/TITB.2011.2164546     Document Type: Article
Times cited : (13)

References (39)
  • 3
    • 0019990507 scopus 로고
    • Steady flow in a model of the human carotid bifurcation. Part i - Flow visualization
    • DOI 10.1016/0021-9290(82)90057-4
    • B. K. Bharadvaj, R. F. Mabon, and D. P. Giddens, "Steady flow in a model of the human carotid bifurcation, Part I-Flow visualization," J. Biomechanics, vol. 15, no. 5, pp. 349-362, 1982. (Pubitemid 12086315)
    • (1982) Journal of Biomechanics , vol.15 , Issue.5 , pp. 349-362
    • Bharadvaj, B.K.1    Mabon, R.F.2    Giddens, D.P.3
  • 4
    • 0034521246 scopus 로고    scopus 로고
    • Maximal wall shear stress in arterial stenoses: Application to the internal carotid arteries
    • DOI 10.1115/1.1318907
    • S. Lorthois, P. Y. Lagree, J. P. Marc-Vergnes, and F. Cassot, "Maximal wall shear stress in arterial stenoses: Application to the internal carotid arteries," ASME J. Biomechanical Eng., vol. 122, no. 6, pp. 661-666, 2000. (Pubitemid 32047031)
    • (2000) Journal of Biomechanical Engineering , vol.122 , Issue.6 , pp. 661-666
    • Lorthois, S.1    Lagree, P.-Y.2    Marc-Vergnes, J.-P.3    Cassot, F.4
  • 5
    • 76749170318 scopus 로고    scopus 로고
    • An efficient explanation of individual classifications using game theory
    • E. Strumbelj and I. Kononenko, "An efficient explanation of individual classifications using game theory," J. Mach. Learning Res., vol. 11, pp. 1-18, 2010.
    • (2010) J. Mach. Learning Res. , vol.11 , pp. 1-18
    • Strumbelj, E.1    Kononenko, I.2
  • 7
    • 0022757778 scopus 로고
    • Numerical simulation of pulsatile flow in a carotid bifurcation model
    • K. Perktold and D. Hilbert, "Numerical simulation of pulsatile flow in a carotid bifurcation model," J. Biomed. Eng., vol. 8, no. 3, pp. 193-199, 1986. (Pubitemid 16095738)
    • (1986) Journal of Biomedical Engineering , vol.8 , Issue.3 , pp. 193-199
    • Perktold, K.1    Hilbert, D.2
  • 8
    • 0023200248 scopus 로고
    • Analysis of pulsatile blood flow: A carotid siphon model
    • DOI 10.1016/0141-5425(87)90099-9
    • K. Perktold, H. Florian, and D. Hilbert, "Analysis of pulsatile blood flow: A carotid siphon model," J. Biomed. Eng., vol. 9, no. 1, pp. 46-53, 1987. (Pubitemid 17205195)
    • (1987) Journal of Biomedical Engineering , vol.9 , Issue.1 , pp. 46-53
    • Perktold, K.1    Florian, H.2    Hilbert, D.3
  • 9
    • 0026262331 scopus 로고
    • Pulsatile non-Newtonian blood flow in three-dimensional carotid bifurcation models: A numerical study of flow phenomena under different bifur-cation angles
    • K. Perktold, R. O. Peter, M. Resch, and G. Langs, "Pulsatile non-Newtonian blood flow in three-dimensional carotid bifurcation models: A numerical study of flow phenomena under different bifur-cation angles," J. Biomed. Eng., vol. 13, no. 6, pp. 507-515, 1991.
    • (1991) J. Biomed. Eng. , vol.13 , Issue.6 , pp. 507-515
    • Perktold, K.1    Peter, R.O.2    Resch, M.3    Langs, G.4
  • 10
    • 79951587738 scopus 로고    scopus 로고
    • Kragujevac Serbia: Faculty of Mech. Eng. Univ. of Kragujevac
    • V. Rankovíc, Intelligent Control. Kragujevac, Serbia: Faculty of Mech. Eng., Univ. of Kragujevac, 2008.
    • (2008) Intelligent Control
    • Rankovíc, V.1
  • 12
    • 0023685291 scopus 로고
    • Hemodynamics and atherosclerosis Insights and perspectives gained from studies of human arteries
    • S. Glagov, C. Zarins, D. P. Giddens, and D. N. Ku, "Hemodynamics and atherosclerosis Insights and perspectives gained from studies of human arteries," Archives Pathology and Laboratory Med., vol. 112, no. 10, pp. 1018-1031, 1988.
    • (1988) Archives Pathology and Laboratory Med. , vol.112 , Issue.10 , pp. 1018-1031
    • Glagov, S.1    Zarins, C.2    Giddens, D.P.3    Ku, D.N.4
  • 14
    • 41149131310 scopus 로고    scopus 로고
    • Mining data from hemodynamic simulations via Bayesian emulation
    • OnLine
    • V. B. Kolachalama, N. W. Bressloff, and P. B. Nair, "Mining data from hemodynamic simulations via Bayesian emulation," BioMedical Eng. OnLine, 2007. Available: http://www.biomedical-engineeringonline. com/content/6/1/47.
    • (2007) BioMedical Eng
    • Kolachalama, V.B.1    Bressloff, N.W.2    Nair, P.B.3
  • 15
    • 0027682531 scopus 로고
    • Inductive and bayesian learning in medical diagnosis
    • I. Kononenko, "Inductive and bayesian learning in medical diagnosis," Appl. Artif, Intell., vol. 7, pp. 317-337, 1993.
    • (1993) Appl. Artif, Intell. , vol.7 , pp. 317-337
    • Kononenko, I.1
  • 18
    • 34250310031 scopus 로고    scopus 로고
    • Strategies for improving the modeling and interpretability of Bayesian networks
    • DOI 10.1016/j.datak.2006.10.005, PII S0169023X06001959, Data Warehouse and Knowledge Discovery (DAWAK '05)
    • A. L. de Santana, C. Frances, C. A. Rocha, S. V. Carvalho, N. L. Vijaykumar, L. P. Rego, and J. C. Costa, "Strategies for improving the modeling and interpretability of bayesian networks," Data Knowl. Eng., vol. 63, no. 1, pp. 91-107, 2007. (Pubitemid 46908852)
    • (2007) Data and Knowledge Engineering , vol.63 , Issue.1 , pp. 91-107
    • De Santana, A.L.1    Frances, C.R.2    Rocha, C.A.3    Carvalho, S.V.4    Vijaykumar, N.L.5    Rego, L.P.6    Costa, J.C.7
  • 19
    • 0029484103 scopus 로고
    • Survey and critique of techniques for extracting rules from trained artificial neural networks
    • R. Andrews, J. Diederich, and A. B. Tickle, "Survey and critique of techniques for extracting rules from trained artificial neural networks," Knowl.-Based Syst., vol. 8, pp. 373-389, 1995.
    • (1995) Knowl.-Based Syst. , vol.8 , pp. 373-389
    • Andrews, R.1    Diederich, J.2    Tickle, A.B.3
  • 20
    • 84920171485 scopus 로고
    • Using sampling and queries to extract rules from trained neural networks
    • M.W. Craven and J. Shavlik, "Using sampling and queries to extract rules from trained neural networks," in Proc. Int. Conf. Mach. Learning, 1994, pp. 37-45.
    • (1994) Proc. Int. Conf. Mach. Learning , pp. 37-45
    • Craven, M.W.1    Shavlik, J.2
  • 21
    • 0027678679 scopus 로고
    • Extracting refined rules from knowledgebased neural networks, machine learning
    • G. Towell and J. W. Shavlik, "Extracting refined rules from knowledgebased neural networks, machine learning," Mach. Learning, vol. 13, pp. 71-101, 1993.
    • (1993) Mach. Learning , vol.13 , pp. 71-101
    • Towell, G.1    Shavlik, J.W.2
  • 27
    • 52949101606 scopus 로고    scopus 로고
    • Explaining classifications for individual instances
    • May
    • M. Robnik-Sikonja and I.Kononenko, "Explaining classifications for individual instances," IEEE Trans. Knowl. Data Eng., vol. 20, no. 5, pp. 589-600, May 2008.
    • (2008) IEEE Trans. Knowl. Data Eng. , vol.20 , Issue.5 , pp. 589-600
    • Robnik-Sikonja, M.1    Kononenko, I.2
  • 29
    • 62449194481 scopus 로고    scopus 로고
    • An overview of advances in reliability estimation of individual predictions in machine learning
    • Z. Bosníc and I. Kononenko, "An overview of advances in reliability estimation of individual predictions in machine learning," Intell. Data Anal., vol. 13, no. 2, pp. 385-401, 2009.
    • (2009) Intell. Data Anal. , vol.13 , Issue.2 , pp. 385-401
    • Bosníc, Z.1    Kononenko, I.2
  • 30
    • 54249164497 scopus 로고    scopus 로고
    • Estimation of individual prediction reliability using the local sensitivity analysis
    • Z. Bosníc and I. Kononenko, "Estimation of individual prediction reliability using the local sensitivity analysis," Appl. Intell., vol. 29, no. 3, pp. 187-203, 2008.
    • (2008) Appl. Intell. , vol.29 , Issue.3 , pp. 187-203
    • Bosníc, Z.1    Kononenko, I.2
  • 31
    • 54349094489 scopus 로고    scopus 로고
    • Comparison of approaches for estimating reliability of individual regression prediction
    • Z. Bosníc and I. Kononenko, "Comparison of approaches for estimating reliability of individual regression prediction," Data Knowl. Eng., vol. 67, no. 3, pp. 504-516, 2008.
    • (2008) Data Knowl. Eng. , vol.67 , Issue.3 , pp. 504-516
    • Bosníc, Z.1    Kononenko, I.2
  • 32
    • 77954953206 scopus 로고    scopus 로고
    • Explanation and reliability of prediction models: The case of breast cancer recurrence
    • E. Strumbelj, Z. Bosníc, I. Kononenko, B. Zakotnik, and C. Gräsïc-Kuhar, "Explanation and reliability of prediction models: The case of breast cancer recurrence," Knowl. Inf. Syst., vol. 24, no. 2, pp. 305-324, 2010.
    • (2010) Knowl. Inf. Syst. , vol.24 , Issue.2 , pp. 305-324
    • Strumbelj, E.1    Bosníc, Z.2    Kononenko, I.3    Zakotni, B.4    Gräsïc-Kuhar, C.5
  • 34
    • 33645537482 scopus 로고    scopus 로고
    • Quality assessment of individual classifications in machine learning and data mining
    • DOI 10.1007/s10115-005-0203-z
    • M. Kukar, "Quality assessment of individual classifications in machine learning and data mining," Knowl. Inf. Syst., vol. 9, no. 3, pp. 364-384, 2006. (Pubitemid 43507138)
    • (2006) Knowledge and Information Systems , vol.9 , Issue.3 , pp. 364-384
    • Kukar, M.1
  • 38
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • DOI 10.1023/A:1010933404324
    • L. Breiman, "Random forests," Mach. Learning, vol. 45, no. 1, pp. 5-32, 2001. (Pubitemid 32933532)
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.