메뉴 건너뛰기




Volumn 35, Issue 5, 2007, Pages 724-732

Pattern detection of atherosclerosis from carotid artery doppler signals using fuzzy weighted pre-processing and Least Square Support Vector Machine (LSSVM)

Author keywords

AR; Atherosclerosis; Carotid artery; Fuzzy weighting pre processing; LSSVM

Indexed keywords

BIOMEDICAL ENGINEERING; COMPUTER SIMULATION; FUZZY SETS; LEAST SQUARES APPROXIMATIONS; PATTERN RECOGNITION; REGRESSION ANALYSIS; SUPPORT VECTOR MACHINES;

EID: 34247278767     PISSN: 00906964     EISSN: 15739686     Source Type: Journal    
DOI: 10.1007/s10439-007-9289-7     Document Type: Article
Times cited : (21)

References (30)
  • 1
    • 0016355478 scopus 로고
    • A new look at the statistical model identification
    • Akaike, H. A new look at the statistical model identification. IEEE Trans. Automat. Control AC-19:716-723, 1974.
    • (1974) IEEE Trans. Automat. Control , vol.AC-19 , pp. 716-723
    • Akaike, H.1
  • 2
    • 0018974901 scopus 로고
    • Upstream stenosis: Diagnosis by Doppler signals from the femoral artery
    • Baird, R. N., D. R. Bird, P. C. Clifford, R. J. Lusby, R. Skidmore, and J. P. Woodcock. Upstream stenosis: diagnosis by Doppler signals from the femoral artery. Arch. Surg. 115(11):1316-1322, 1980.
    • (1980) Arch. Surg , vol.115 , Issue.11 , pp. 1316-1322
    • Baird, R.N.1    Bird, D.R.2    Clifford, P.C.3    Lusby, R.J.4    Skidmore, R.5    Woodcock, J.P.6
  • 3
    • 0141801207 scopus 로고    scopus 로고
    • BSc thesis, School of Information Technology and Electrical Engineering, University of Queenland
    • Cheung, N. 2001. Machine learning techniques for medical analysis. BSc thesis, School of Information Technology and Electrical Engineering, University of Queenland.
    • (2001) Machine learning techniques for medical analysis
    • Cheung, N.1
  • 4
    • 0029130310 scopus 로고
    • Postocclusive hyperaemic duplex scan: A new method of aortoiliac assessment
    • Currie, I. C., Y. G. Wilson, R. N. Baird, and P. M. Lamont. Postocclusive hyperaemic duplex scan: a new method of aortoiliac assessment. Br. J. Surg. 82:1226-1229, 1995.
    • (1995) Br. J. Surg , vol.82 , pp. 1226-1229
    • Currie, I.C.1    Wilson, Y.G.2    Baird, R.N.3    Lamont, P.M.4
  • 5
    • 0025822855 scopus 로고
    • Aortic distensibility in patients with isolated hyper-cholesterolaemia, coronary artery disease, or cardiac transplant
    • Dart, A. M., F. Lacombe, J. K. Yeoh, J. D. Cameron, G. L. Jennings, E. Laufer, and D. S. Esmore. Aortic distensibility in patients with isolated hyper-cholesterolaemia, coronary artery disease, or cardiac transplant. Lancet 338:270-273, 1991.
    • (1991) Lancet , vol.338 , pp. 270-273
    • Dart, A.M.1    Lacombe, F.2    Yeoh, J.K.3    Cameron, J.D.4    Jennings, G.L.5    Laufer, E.6    Esmore, D.S.7
  • 6
    • 0029047333 scopus 로고
    • Classification-algorithm evaluation: Five performance measures based onconfusion matrices
    • Dean Forbes, A. Classification-algorithm evaluation: five performance measures based onconfusion matrices. J. Clin. Monitor. Comput. 11(3):189-206, 1995.
    • (1995) J. Clin. Monitor. Comput , vol.11 , Issue.3 , pp. 189-206
    • Dean Forbes, A.1
  • 7
    • 19344364327 scopus 로고    scopus 로고
    • Predicting breast cancer survivability: A comparison of three data mining methods
    • Delen, D., G. Walker, and A. Kadam. Predicting breast cancer survivability: a comparison of three data mining methods. Artif. Intell. Med. 34(2):113-127, 2004.
    • (2004) Artif. Intell. Med , vol.34 , Issue.2 , pp. 113-127
    • Delen, D.1    Walker, G.2    Kadam, A.3
  • 8
    • 0034013902 scopus 로고    scopus 로고
    • Doppler signal analysis
    • Evans, D. Doppler signal analysis. Ultrasound Med. Biol. 26(Supplement 1):S13-S15, 2000.
    • (2000) Ultrasound Med. Biol , vol.26 , Issue.SUPPL.EMENT 1
    • Evans, D.1
  • 10
    • 0002289362 scopus 로고
    • Continuous wave ultrasound as an alternative and complement to X-rays in vascular examination
    • edited by R. S. Reneman. Amsterdam: North-Holland
    • Gosling, R. G., and D. H. King. Continuous wave ultrasound as an alternative and complement to X-rays in vascular examination. In: Cardiovascular Applications of Ultrasound, edited by R. S. Reneman. Amsterdam: North-Holland, 1974, pp. 266-282.
    • (1974) Cardiovascular Applications of Ultrasound , pp. 266-282
    • Gosling, R.G.1    King, D.H.2
  • 11
    • 0024360553 scopus 로고
    • Stiffness of systemic arteries in patients with myocardial infarction. A noninvasive method to predict severity of coronary atherosclerosis
    • Hirai, T., S. Sasayama, T. Kawasaki, and S. Yagi. Stiffness of systemic arteries in patients with myocardial infarction. A noninvasive method to predict severity of coronary atherosclerosis. Circulation, 80:78-86, 1989.
    • (1989) Circulation , vol.80 , pp. 78-86
    • Hirai, T.1    Sasayama, S.2    Kawasaki, T.3    Yagi, S.4
  • 12
    • 34247253565 scopus 로고    scopus 로고
    • Home, last accessed: May, 30
    • Jeff Schneider's Home Page, http://www.cs.cmu.edu/~schneide/tut5/node42. html (last accessed: May, 30, 2006).
    • (2006) Jeff Schneider's
  • 13
    • 0024489895 scopus 로고
    • Order selection in Doppler blood flow signal spectral analysis using autoregressive modeling
    • Kaluzynski, K. Order selection in Doppler blood flow signal spectral analysis using autoregressive modeling. Med. Biol. Eng. Comput. 27:89-92, 1989.
    • (1989) Med. Biol. Eng. Comput , vol.27 , pp. 89-92
    • Kaluzynski, K.1
  • 15
    • 0019636227 scopus 로고
    • Spectrum analysis - a modern perspective
    • Kay, S. M., and S. L. Marple. Spectrum analysis - a modern perspective. Proc. IEEE 69(11):1380-1419, 1981.
    • (1981) Proc. IEEE , vol.69 , Issue.11 , pp. 1380-1419
    • Kay, S.M.1    Marple, S.L.2
  • 16
    • 0021331118 scopus 로고
    • Common femoral artery Doppler waveforms: A comparison of three methods of objective analysis with direct pressure measurements
    • Macpherson, D. S., D. H. Evans, and P. R. F. Bell. Common femoral artery Doppler waveforms: a comparison of three methods of objective analysis with direct pressure measurements. Br. J. Surg. 71:46-49, 1984.
    • (1984) Br. J. Surg , vol.71 , pp. 46-49
    • Macpherson, D.S.1    Evans, D.H.2    Bell, P.R.F.3
  • 17
    • 0035650696 scopus 로고    scopus 로고
    • Comparison of color flow Doppler scanning, power Doppler scanning, and frequency shift for assessment of carotid artery stenosis
    • Muller, M., P. Ciccotti, W. Reiche, and T. Hagen. Comparison of color flow Doppler scanning, power Doppler scanning, and frequency shift for assessment of carotid artery stenosis. J. Vasc. Surg. 34:1090-1095, 2001.
    • (2001) J. Vasc. Surg , vol.34 , pp. 1090-1095
    • Muller, M.1    Ciccotti, P.2    Reiche, W.3    Hagen, T.4
  • 19
    • 33746807501 scopus 로고    scopus 로고
    • A new method to medical diagnosis: Artificial immune recognition system (AIRS) with fuzzy weighted pre-processing and application to ECG arrhythmia
    • Polat, K., S. Şahan, and S. Günes. A new method to medical diagnosis: artificial immune recognition system (AIRS) with fuzzy weighted pre-processing and application to ECG arrhythmia. Expert Syst. Appl. 31(2):264-269, 2006.
    • (2006) Expert Syst. Appl , vol.31 , Issue.2 , pp. 264-269
    • Polat, K.1    Şahan, S.2    Günes, S.3
  • 20
    • 0012704663 scopus 로고
    • Basic principles of ultrasound and Doppler effect
    • edited by N. C. Nanda. London: Lea & Febiger
    • Saini, V. D., N. C. Nanda, and D. Maulik. Basic principles of ultrasound and Doppler effect. In: Doppler Echocardiography, edited by N. C. Nanda. London: Lea & Febiger, 1993.
    • (1993) Doppler Echocardiography
    • Saini, V.D.1    Nanda, N.C.2    Maulik, D.3
  • 21
    • 0025174753 scopus 로고
    • Selection of the order of autoregressive models for spectral analysis of Doppler ultrasound signals
    • Schlindwein, F. S., and D. H. Evans. Selection of the order of autoregressive models for spectral analysis of Doppler ultrasound signals. Ultrasound Med. Biol. 16(1):81-91, 1990.
    • (1990) Ultrasound Med. Biol , vol.16 , Issue.1 , pp. 81-91
    • Schlindwein, F.S.1    Evans, D.H.2
  • 22
    • 0031987311 scopus 로고    scopus 로고
    • A brief history of Doppler ultrasound in the diagnosis of peripheral vascular disease
    • Sigel, B. A brief history of Doppler ultrasound in the diagnosis of peripheral vascular disease. Ultrasound Med. Biol. 24:169-176, 1998.
    • (1998) Ultrasound Med. Biol , vol.24 , pp. 169-176
    • Sigel, B.1
  • 23
    • 0025242645 scopus 로고
    • Distensibility of the ascending aorta, comparison of invasive and non-invasive techniques in healthy men and in men with coronary artery disease
    • Stefanadis, C., C. Stratos, H. Boudoulas, C. Kourouklis, and P. Toutouzas. Distensibility of the ascending aorta, comparison of invasive and non-invasive techniques in healthy men and in men with coronary artery disease. Eur. Heart J. 11:990-996, 1990.
    • (1990) Eur. Heart J , vol.11 , pp. 990-996
    • Stefanadis, C.1    Stratos, C.2    Boudoulas, H.3    Kourouklis, C.4    Toutouzas, P.5
  • 24
    • 0032638628 scopus 로고    scopus 로고
    • Least squares support vector machine classifiers
    • Suykens, J. A. K., and J. Vandewalle. Least squares support vector machine classifiers. Neural Process. Lett. 9(3):293-300, 1999.
    • (1999) Neural Process. Lett , vol.9 , Issue.3 , pp. 293-300
    • Suykens, J.A.K.1    Vandewalle, J.2
  • 25
    • 0038355084 scopus 로고    scopus 로고
    • Fuzzy least squares support vector machines for multi-class problems
    • Tsujinishi, D., and S. Abe. Fuzzy least squares support vector machines for multi-class problems. Neural Netw. 16:785-792, 2003.
    • (2003) Neural Netw , vol.16 , pp. 785-792
    • Tsujinishi, D.1    Abe, S.2
  • 26
    • 0023733016 scopus 로고
    • A comparative study and assessment of Doppler ultrasound spectral estimation techniques part II: Methods and results
    • Vaitkus, P. J., R. S. C. Cobbold, and K. W. Johnston. A comparative study and assessment of Doppler ultrasound spectral estimation techniques part II: methods and results. Ultrasound Med. Biol. 14:673-688, 1988.
    • (1988) Ultrasound Med. Biol , vol.14 , pp. 673-688
    • Vaitkus, P.J.1    Cobbold, R.S.C.2    Johnston, K.W.3
  • 27
    • 0025808630 scopus 로고
    • Assessment of aortoiliac obstructive disease by Doppler spectrum analysis of blood flow velocities in the common femoral artery at rest and during reactive hyperemia
    • Van Asten, W. N., W. J. Beijneveld, and B. R. Pieters, et al. Assessment of aortoiliac obstructive disease by Doppler spectrum analysis of blood flow velocities in the common femoral artery at rest and during reactive hyperemia. Surgery 109:633-639, 1991.
    • (1991) Surgery , vol.109 , pp. 633-639
    • Van Asten, W.N.1    Beijneveld, W.J.2    Pieters, B.R.3
  • 29
    • 0042198967 scopus 로고    scopus 로고
    • Feature extraction and dimensionality reduction algorithms and their applications in vowel recognition
    • Wang, X., and K. K. Paliwal. Feature extraction and dimensionality reduction algorithms and their applications in vowel recognition. Pattern Recognit. 36:2429-2439, 2003.
    • (2003) Pattern Recognit , vol.36 , pp. 2429-2439
    • Wang, X.1    Paliwal, K.K.2
  • 30
    • 0036525592 scopus 로고    scopus 로고
    • Doppler angle estimation of pulsatile flows using AR modeling
    • Yeh, C. K., and P. C. Li. Doppler angle estimation of pulsatile flows using AR modeling. Ultrason. Imaging 24:135-146, 2002.
    • (2002) Ultrason. Imaging , vol.24 , pp. 135-146
    • Yeh, C.K.1    Li, P.C.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.