메뉴 건너뛰기




Volumn 40, Issue 2, 2007, Pages 143-156

Complex-valued wavelet artificial neural network for Doppler signals classifying

Author keywords

Atherosclerosis; Carotid artery; Complex valued wavelet artificial neural network; Doppler signals; Leave one out cross validation; Wavelet neural network

Indexed keywords

ANGIOGRAPHY; COMPUTATIONAL COMPLEXITY; DOPPLER EFFECT; PATIENT TREATMENT; SIGNAL PROCESSING; ULTRASONICS; WAVELET ANALYSIS;

EID: 34249333128     PISSN: 09333657     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.artmed.2007.02.001     Document Type: Article
Times cited : (25)

References (49)
  • 1
    • 0024360553 scopus 로고
    • Stiffness of systemic arteries in patients with myocardial infarction. A noninvasive method to predict severity of coronary atherosclerosis
    • Hirai T., Sasayama S., Kawasaki T., and Yagi S. Stiffness of systemic arteries in patients with myocardial infarction. A noninvasive method to predict severity of coronary atherosclerosis. Circulation 80 (1989) 78-86
    • (1989) Circulation , vol.80 , pp. 78-86
    • Hirai, T.1    Sasayama, S.2    Kawasaki, T.3    Yagi, S.4
  • 2
    • 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., Stratos C., Boudoulas H., Kourouklis C., and Toutouzas P. 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 (1990) 990-996
    • (1990) Eur Heart J , vol.11 , pp. 990-996
    • Stefanadis, C.1    Stratos, C.2    Boudoulas, H.3    Kourouklis, C.4    Toutouzas, P.5
  • 3
    • 0025822855 scopus 로고
    • Aortic distensibility in patients with isolated hyper-cholesterolaemia, coronary artery disease, or cardiac transplant
    • Dart A.M., Lacombe F., Yeoh J.K., Cameron J.D., Jennings G.L., Laufer E., et al. Aortic distensibility in patients with isolated hyper-cholesterolaemia, coronary artery disease, or cardiac transplant. Lancet 338 (1991) 270-273
    • (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
  • 4
    • 0020578305 scopus 로고
    • Effects of aging on changing arterial compliance and left ventricular load in a northern Chinese urban comm
    • Avolio A.P., Chen S., and Wang R. Effects of aging on changing arterial compliance and left ventricular load in a northern Chinese urban comm. Circulation (1983) 50-58
    • (1983) Circulation , pp. 50-58
    • Avolio, A.P.1    Chen, S.2    Wang, R.3
  • 5
    • 0027495440 scopus 로고
    • Evaluation of segmental elastic properties of the aorta in normotensive and medically treated hypertensive patients by intravascular ultrasound
    • Heints B., Gillessen T., and Walkenhorst F. Evaluation of segmental elastic properties of the aorta in normotensive and medically treated hypertensive patients by intravascular ultrasound. J Hypertens 11 (1993) 1253-1258
    • (1993) J Hypertens , vol.11 , pp. 1253-1258
    • Heints, B.1    Gillessen, T.2    Walkenhorst, F.3
  • 6
    • 0024347647 scopus 로고
    • Aortic compliance in human hyper-tension
    • Liu Z., Ting C., Zhu S., and Yin F.C.P. Aortic compliance in human hyper-tension. Hypertension 14 (1989) 129-136
    • (1989) Hypertension , vol.14 , pp. 129-136
    • Liu, Z.1    Ting, C.2    Zhu, S.3    Yin, F.C.P.4
  • 7
    • 85047676110 scopus 로고
    • Diminished arterial elasticity in diabetes: Association with fluorescent advanced glycosylation end products in collagen
    • Airaksinen K.E.J., Salmela P.I., and Linnaluoto M.K. Diminished arterial elasticity in diabetes: Association with fluorescent advanced glycosylation end products in collagen. Cardiovasc Res 27 (1993) 942-945
    • (1993) Cardiovasc Res , vol.27 , pp. 942-945
    • Airaksinen, K.E.J.1    Salmela, P.I.2    Linnaluoto, M.K.3
  • 8
    • 0026487754 scopus 로고
    • Aortic distensibility and hyper-cholesterolaemia
    • Lehmann E.D., Watts G.F., and Gosling R.G. Aortic distensibility and hyper-cholesterolaemia. Lancet 340 (1992) 1171-1172
    • (1992) Lancet , vol.340 , pp. 1171-1172
    • Lehmann, E.D.1    Watts, G.F.2    Gosling, R.G.3
  • 9
    • 0031014591 scopus 로고    scopus 로고
    • Unfavorable effect of smoking on the elastic properties of the human aorta
    • Stefanadis C., Tsiamis E., and Vlachopoulos C. Unfavorable effect of smoking on the elastic properties of the human aorta. Circulation 95 (1997) 31-38
    • (1997) Circulation , vol.95 , pp. 31-38
    • Stefanadis, C.1    Tsiamis, E.2    Vlachopoulos, C.3
  • 13
    • 0011972869 scopus 로고    scopus 로고
    • Prevention and treatment of atherosclerosis
    • Braunwald E., Fauci A.S., Kasper D.L., Hauser S.L., Longo D.L., and Jameson J.L. (Eds), McGraw-Hill, London
    • Libley P. Prevention and treatment of atherosclerosis. In: Braunwald E., Fauci A.S., Kasper D.L., Hauser S.L., Longo D.L., and Jameson J.L. (Eds). Harrison's principles of internal medicine (2001), McGraw-Hill, London
    • (2001) Harrison's principles of internal medicine
    • Libley, P.1
  • 14
    • 0034013902 scopus 로고    scopus 로고
    • Doppler signal analysis
    • Evans D. Doppler signal analysis. Ultrasound Med Biol 26 (2000) 13-15
    • (2000) Ultrasound Med Biol , vol.26 , pp. 13-15
    • Evans, D.1
  • 15
    • 0026775675 scopus 로고
    • Review of neural network applications in medical imaging and signal processing
    • Miller A.S., Blott B.H., and Hames T.K. Review of neural network applications in medical imaging and signal processing. Med Biol Eng Comput 30 (1992) 449-464
    • (1992) Med Biol Eng Comput , vol.30 , pp. 449-464
    • Miller, A.S.1    Blott, B.H.2    Hames, T.K.3
  • 16
    • 0000254593 scopus 로고
    • Use of an artificial neural network for data analysis in clinical decision making, the diagnosis of acute coronary occlusion
    • Baxt W.G. Use of an artificial neural network for data analysis in clinical decision making, the diagnosis of acute coronary occlusion. Neural Comput 2 (1990) 480-489
    • (1990) Neural Comput , vol.2 , pp. 480-489
    • Baxt, W.G.1
  • 17
    • 0027215980 scopus 로고
    • Development of a neural network screening aid for diagnosing lower limb peripheral vascular disease from photoelectric plethysmography pulse waveforms
    • Allen J., and Murray A. Development of a neural network screening aid for diagnosing lower limb peripheral vascular disease from photoelectric plethysmography pulse waveforms. Physiol Meas 14 (1993) 13-22
    • (1993) Physiol Meas , vol.14 , pp. 13-22
    • Allen, J.1    Murray, A.2
  • 18
    • 0028788276 scopus 로고
    • Application of artificial neural networks to clinical medicine
    • Baxt W.G. Application of artificial neural networks to clinical medicine. Lancet 346 (1995) 1135-1138
    • (1995) Lancet , vol.346 , pp. 1135-1138
    • Baxt, W.G.1
  • 19
    • 0028347208 scopus 로고
    • Neural networks for analysis of ECG complexes
    • Edenbrandt L., Heden B., and Pahlm O. Neural networks for analysis of ECG complexes. J Electrocardiol 26 (1993) 66-73
    • (1993) J Electrocardiol , vol.26 , pp. 66-73
    • Edenbrandt, L.1    Heden, B.2    Pahlm, O.3
  • 20
    • 0028812688 scopus 로고
    • Artificial neural networks in pathology and medical laboratories
    • Dybowski R., and Gant V. Artificial neural networks in pathology and medical laboratories. Lancet 346 (1995) 1203-1207
    • (1995) Lancet , vol.346 , pp. 1203-1207
    • Dybowski, R.1    Gant, V.2
  • 21
    • 0030294515 scopus 로고    scopus 로고
    • Feature discovery and classification of Doppler umbilical artery blood flow velocity waveforms
    • Baykal N., Reggia J.A., Yalabi{dotless}k N., Erkmen A., and Beksac M.S. Feature discovery and classification of Doppler umbilical artery blood flow velocity waveforms. Comput Med Biol 26 (1996) 451-462
    • (1996) Comput Med Biol , vol.26 , pp. 451-462
    • Baykal, N.1    Reggia, J.A.2    Yalabik, N.3    Erkmen, A.4    Beksac, M.S.5
  • 22
    • 0028074789 scopus 로고
    • Real-time identification of cerebral microemboli with us feature detection by a neural network
    • Siebler M., Rose G., Sitzer M., Bender M., and Steinmetz H. Real-time identification of cerebral microemboli with us feature detection by a neural network. Radiology 3 (1994) 739-742
    • (1994) Radiology , vol.3 , pp. 739-742
    • Siebler, M.1    Rose, G.2    Sitzer, M.3    Bender, M.4    Steinmetz, H.5
  • 23
    • 0037395444 scopus 로고    scopus 로고
    • Classification of transcranial Doppler signals using artificial neural network
    • Serhatlioǧlu S., Hardalaç F., and Guler I. Classification of transcranial Doppler signals using artificial neural network. J Med Syst 27 (2003) 205-214
    • (2003) J Med Syst , vol.27 , pp. 205-214
    • Serhatlioǧlu, S.1    Hardalaç, F.2    Guler, I.3
  • 24
    • 0036776528 scopus 로고    scopus 로고
    • An intelligent system for diagnosis of the heart valve diseases
    • Turkoǧlu I., Arslan A., and Ilkay E. An intelligent system for diagnosis of the heart valve diseases. Expert Syst Appl 23 (2002) 229-236
    • (2002) Expert Syst Appl , vol.23 , pp. 229-236
    • Turkoǧlu, I.1    Arslan, A.2    Ilkay, E.3
  • 25
    • 0037683438 scopus 로고    scopus 로고
    • An intelligent system for diagnosis of the heart valve diseases with wavelet packet neural networks
    • Turkoǧlu I., Arslan A., and Ilkay E. An intelligent system for diagnosis of the heart valve diseases with wavelet packet neural networks. Comput Biol Med 33 (2003) 319-331
    • (2003) Comput Biol Med , vol.33 , pp. 319-331
    • Turkoǧlu, I.1    Arslan, A.2    Ilkay, E.3
  • 26
    • 0037411433 scopus 로고    scopus 로고
    • Neural network analysis of internal carotid arterial Doppler signals: predictions of stenosis and occlusion
    • Ubeyli E.D., and Guler I. Neural network analysis of internal carotid arterial Doppler signals: predictions of stenosis and occlusion. Expert Syst Appl 25 (2003) 1-13
    • (2003) Expert Syst Appl , vol.25 , pp. 1-13
    • Ubeyli, E.D.1    Guler, I.2
  • 27
    • 0242581704 scopus 로고    scopus 로고
    • Complex-valued wavelet network
    • Li C., Liao X., and Yu J. Complex-valued wavelet network. J Comput Syst Sci 67 (2003) 623-632
    • (2003) J Comput Syst Sci , vol.67 , pp. 623-632
    • Li, C.1    Liao, X.2    Yu, J.3
  • 28
    • 0343731944 scopus 로고
    • A comparison between real and complex-valued neural networks in communication applications
    • Simula O. (Ed), Elsevier, Amsterdam (Espoo, Finland)
    • Benvenuto N., Marchesi M., Piazza F., and Uncini A. A comparison between real and complex-valued neural networks in communication applications. In: Simula O. (Ed). Proceedings of the international conference on neural networks (1991), Elsevier, Amsterdam (Espoo, Finland)
    • (1991) Proceedings of the international conference on neural networks
    • Benvenuto, N.1    Marchesi, M.2    Piazza, F.3    Uncini, A.4
  • 31
    • 33750041345 scopus 로고    scopus 로고
    • Classification of carotid artery Doppler signals in the early phase of atherosclerosis using complex-valued artificial neural network
    • Ceylan M., Ceylan R., Dirgenali F., Kara S., and Ozbay Y. Classification of carotid artery Doppler signals in the early phase of atherosclerosis using complex-valued artificial neural network. Comput Biol Med 37 (2007) 28-36
    • (2007) Comput Biol Med , vol.37 , pp. 28-36
    • Ceylan, M.1    Ceylan, R.2    Dirgenali, F.3    Kara, S.4    Ozbay, Y.5
  • 32
    • 34249332567 scopus 로고    scopus 로고
    • Kara S. A study of mitral and tricuspid valve blood flows by autoregressive spectral analysis method and Doppler unit. Thesis of Doctorate, Institute of Science of Erciyes University Press; 1995.
  • 33
    • 9344269890 scopus 로고    scopus 로고
    • Comparison of the autoregressive modeling and fast Fourier transformation in demonstrating Doppler spectral waveform changes in the early phase of atherosclerosis
    • Dirgenali F., Kara S., Erdoǧan N., and Okandan M. Comparison of the autoregressive modeling and fast Fourier transformation in demonstrating Doppler spectral waveform changes in the early phase of atherosclerosis. Comput Biol Med 35 (2005) 57-66
    • (2005) Comput Biol Med , vol.35 , pp. 57-66
    • Dirgenali, F.1    Kara, S.2    Erdoǧan, N.3    Okandan, M.4
  • 36
    • 0031277466 scopus 로고    scopus 로고
    • An extension of the back-propagation algorithm to complex numbers
    • Nitta T. An extension of the back-propagation algorithm to complex numbers. Neural Network 10 (1997) 1391-1415
    • (1997) Neural Network , vol.10 , pp. 1391-1415
    • Nitta, T.1
  • 37
    • 0027815555 scopus 로고
    • A back-propagation algorithm for complex numbered neural networks
    • Okabe Y. (Ed), IEEE, New Jersey, USA (Nagoya, Japan)
    • Nitta T. A back-propagation algorithm for complex numbered neural networks. In: Okabe Y. (Ed). Proceedings of 1993 international joint conference on neural networks (1993), IEEE, New Jersey, USA (Nagoya, Japan) 1649-1652
    • (1993) Proceedings of 1993 international joint conference on neural networks , pp. 1649-1652
    • Nitta, T.1
  • 38
    • 0034510241 scopus 로고    scopus 로고
    • An analysis of the fundamental structure of complex-valued neurons
    • Nitta T. An analysis of the fundamental structure of complex-valued neurons. Neural Process Lett 12 (2000) 239-246
    • (2000) Neural Process Lett , vol.12 , pp. 239-246
    • Nitta, T.1
  • 39
    • 0016029778 scopus 로고
    • The relationship between variable selection and data augmentation and a method for prediction
    • Allen D.M. The relationship between variable selection and data augmentation and a method for prediction. Technometrics 16 (1974) 125-127
    • (1974) Technometrics , vol.16 , pp. 125-127
    • Allen, D.M.1
  • 40
    • 32644482767 scopus 로고    scopus 로고
    • A fuzzy clustering neural network architecture for classification of ECG arrhytmias
    • Özbay Y., Ceylan R., and Karlik B. A fuzzy clustering neural network architecture for classification of ECG arrhytmias. Comput Biol Med 36 (2006) 376-388
    • (2006) Comput Biol Med , vol.36 , pp. 376-388
    • Özbay, Y.1    Ceylan, R.2    Karlik, B.3
  • 41
    • 33845997386 scopus 로고    scopus 로고
    • Effects of window types on classification of carotid artery Doppler signals in the early phase of atherosclerosis using complex-valued artificial neural network
    • Özbay Y., and Ceylan M. Effects of window types on classification of carotid artery Doppler signals in the early phase of atherosclerosis using complex-valued artificial neural network. Comput Biol Med 37 (2007) 287-295
    • (2007) Comput Biol Med , vol.37 , pp. 287-295
    • Özbay, Y.1    Ceylan, M.2
  • 43
    • 0032208548 scopus 로고    scopus 로고
    • Identification of interictal spikes in the EEG using neural network analysis
    • Gavan S. (Ed), IET, United Kingdom
    • Tarassenko L., Khan Y.U., and Holt M.R.G. Identification of interictal spikes in the EEG using neural network analysis. In: Gavan S. (Ed). IEEE proceedings, science, measurement and technology (1998), IET, United Kingdom 270-278
    • (1998) IEEE proceedings, science, measurement and technology , pp. 270-278
    • Tarassenko, L.1    Khan, Y.U.2    Holt, M.R.G.3
  • 44
    • 33744956502 scopus 로고    scopus 로고
    • Recognition of early phase of atherosclerosis using principles component analysis and artificial neural networks from carotid artery Doppler signals
    • Dirgenali F., and Kara S. Recognition of early phase of atherosclerosis using principles component analysis and artificial neural networks from carotid artery Doppler signals. Expert Syst Appl 31 (2006) 643-651
    • (2006) Expert Syst Appl , vol.31 , pp. 643-651
    • Dirgenali, F.1    Kara, S.2
  • 45
    • 33646023117 scopus 로고    scopus 로고
    • An introduction to ROC analysis
    • Fawcett T. An introduction to ROC analysis. Pattern Recogn Lett 27 (2006) 861-874
    • (2006) Pattern Recogn Lett , vol.27 , pp. 861-874
    • Fawcett, T.1
  • 47
    • 0041833488 scopus 로고    scopus 로고
    • Solving the XOR problem and the detection of symmetry using a single complex-valued neuron
    • Nitta T. Solving the XOR problem and the detection of symmetry using a single complex-valued neuron. Neural Networks 16 (2003) 1101-1105
    • (2003) Neural Networks , vol.16 , pp. 1101-1105
    • Nitta, T.1
  • 48
    • 33644877879 scopus 로고    scopus 로고
    • A modified error backpropagation algorithm for complex-value neural networks
    • Chen X., Tang Z., Variappan C., Li S., and Okada T. A modified error backpropagation algorithm for complex-value neural networks. Int J Neural Syst 15 (2005) 435-443
    • (2005) Int J Neural Syst , vol.15 , pp. 435-443
    • Chen, X.1    Tang, Z.2    Variappan, C.3    Li, S.4    Okada, T.5
  • 49
    • 23744458827 scopus 로고    scopus 로고
    • Wavelet transform and the ECG: a review
    • Paul S., and Addison. Wavelet transform and the ECG: a review. Physiol Meas 26 (2005) 155-199
    • (2005) Physiol Meas , vol.26 , pp. 155-199
    • Paul, S.1    Addison2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.