메뉴 건너뛰기




Volumn 39, Issue 12, 2012, Pages 10764-10771

Parkinson's Disease tremor classification - A comparison between Support Vector Machines and neural networks

Author keywords

Deep Brain Stimulation; Intraoperative microelectrode recordings; Multiple Layer Perception; Parkinson's Disease; Radial Basis Neural Network; Support Vector Machine

Indexed keywords

DEEP BRAIN STIMULATION; MICROELECTRODE RECORDING; MULTIPLE LAYERS; PARKINSON'S DISEASE; RADIAL BASIS NEURAL NETWORKS;

EID: 84861186364     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2012.02.189     Document Type: Article
Times cited : (79)

References (25)
  • 2
    • 57149090487 scopus 로고    scopus 로고
    • Deep brain stimulation of the subthalamic nucleus for the treatment of Parkinson's disease
    • 10.1016/S1474-4422(08)70291-6
    • A.L. Benabid, S. Chabardes, J. Mitrofanis, and P. Pollak Deep brain stimulation of the subthalamic nucleus for the treatment of Parkinson's disease The Lancet Neurology 8 1 2009 67 81 10.1016/S1474-4422(08)70291-6
    • (2009) The Lancet Neurology , vol.8 , Issue.1 , pp. 67-81
    • Benabid, A.L.1    Chabardes, S.2    Mitrofanis, J.3    Pollak, P.4
  • 3
    • 78651095493 scopus 로고    scopus 로고
    • Long-term experience with intraoperative microrecording during DBS neurosurgery in STN and GPi
    • 10.1007/s00701-010-0835-y
    • L.J. Bour, M.F. Contarino, E.M.J. Foncke, R.M.A. Bie, P. Munckhof, and J.D. Speelman Long-term experience with intraoperative microrecording during DBS neurosurgery in STN and GPi Acta Neurochirurgica 152 2010 2069 2077 10.1007/s00701-010-0835-y
    • (2010) Acta Neurochirurgica , vol.152 , pp. 2069-2077
    • Bour, L.J.1    Contarino, M.F.2    Foncke, E.M.J.3    Bie, R.M.A.4    Munckhof, P.5    Speelman, J.D.6
  • 5
    • 27544431873 scopus 로고    scopus 로고
    • Basal ganglia local field potential activity: Character and functional significance in the human
    • 10.1016/j.clinph.2005.05.009
    • P. Brown, and D. Williams Basal ganglia local field potential activity: Character and functional significance in the human Clinical Neurophysiology 116 11 2005 2510 2519 10.1016/j.clinph.2005.05.009
    • (2005) Clinical Neurophysiology , vol.116 , Issue.11 , pp. 2510-2519
    • Brown, P.1    Williams, D.2
  • 6
    • 78649732143 scopus 로고    scopus 로고
    • Identifying tremor-related characteristics of basal ganglia nuclei during movement in the Parkinsonian patient
    • 10.1016/j.parkreldis.2010.08.025
    • J.G. Burgess, K. Warwick, V. Ruiz, M.N. Gasson, T.Z. Aziz, and J.-S. Brittain Identifying tremor-related characteristics of basal ganglia nuclei during movement in the Parkinsonian patient Parkinsonism & Related Disorders 16 10 2010 671 675 10.1016/j.parkreldis.2010.08.025
    • (2010) Parkinsonism & Related Disorders , vol.16 , Issue.10 , pp. 671-675
    • Burgess, J.G.1    Warwick, K.2    Ruiz, V.3    Gasson, M.N.4    Aziz, T.Z.5    Brittain, J.-S.6
  • 8
    • 0036260264 scopus 로고    scopus 로고
    • Movement-related changes in synchronization in the human basal ganglia
    • 10.1093/brain/awf135
    • M. Cassidy, P. Mazzone, A. Oliviero, A. Insola, P. Tonali, and V.D. Lazzaro Movement-related changes in synchronization in the human basal ganglia Brain 125 6 2002 1235 1246 10.1093/brain/awf135
    • (2002) Brain , vol.125 , Issue.6 , pp. 1235-1246
    • Cassidy, M.1    Mazzone, P.2    Oliviero, A.3    Insola, A.4    Tonali, P.5    Lazzaro, V.D.6
  • 9
    • 78049280151 scopus 로고    scopus 로고
    • Deep brain stimulation: Can we do it better?
    • 10.1016/j.clinph.2010.05.024
    • T. Cheung, and M. Tagliati Deep brain stimulation: Can we do it better? Clinical Neurophysiology 121 12 2010 1979 1980 10.1016/j.clinph.2010.05.024
    • (2010) Clinical Neurophysiology , vol.121 , Issue.12 , pp. 1979-1980
    • Cheung, T.1    Tagliati, M.2
  • 11
    • 0033612348 scopus 로고    scopus 로고
    • Tremor-frequency (3-6 Hz) activity in the sensorimotor arm representation of the internal segment of the globus pallidus in patients with Parkinson's disease
    • 16/S0304-3940(99)00343-2
    • A.W. Lemstra, L. Verhagen Metman, J.I. Lee, P.M. Dougherty, and F.A. Lenz Tremor-frequency (3-6 Hz) activity in the sensorimotor arm representation of the internal segment of the globus pallidus in patients with Parkinson's disease Neuroscience Letters 267 2 1999 129 132 16/S0304-3940(99)00343-2
    • (1999) Neuroscience Letters , vol.267 , Issue.2 , pp. 129-132
    • Lemstra, A.W.1    Verhagen Metman, L.2    Lee, J.I.3    Dougherty, P.M.4    Lenz, F.A.5
  • 12
    • 0036263803 scopus 로고    scopus 로고
    • Dependence of subthalamic nucleus oscillations on movement and dopamine in Parkinson's disease
    • 10.1093/brain/awf128
    • R. Levy, P. Ashby, W.D. Hutchison, A.E. Lang, A.M. Lozano, and J.O. Dostrovsky Dependence of subthalamic nucleus oscillations on movement and dopamine in Parkinson's disease Brain 125 6 2002 1196 1209 10.1093/brain/awf128
    • (2002) Brain , vol.125 , Issue.6 , pp. 1196-1209
    • Levy, R.1    Ashby, P.2    Hutchison, W.D.3    Lang, A.E.4    Lozano, A.M.5    Dostrovsky, J.O.6
  • 13
    • 0000621802 scopus 로고
    • Multivariable functional interpolation and adaptive networks
    • D. Lowe, and D. Broomhead Multivariable functional interpolation and adaptive networks Complex systems 2 1988 321 355
    • (1988) Complex Systems , vol.2 , pp. 321-355
    • Lowe, D.1    Broomhead, D.2
  • 14
    • 58149131409 scopus 로고    scopus 로고
    • Subthalamic nucleus functional organization revealed by parkinsonian neuronal oscillations and synchrony
    • 10.1093/brain/awn270
    • A. Moran, H. Bergman, Z. Israel, and I. Bar-Gad Subthalamic nucleus functional organization revealed by parkinsonian neuronal oscillations and synchrony Brain 131 12 2008 3395 3409 10.1093/brain/awn270
    • (2008) Brain , vol.131 , Issue.12 , pp. 3395-3409
    • Moran, A.1    Bergman, H.2    Israel, Z.3    Bar-Gad, I.4
  • 15
    • 55649117766 scopus 로고    scopus 로고
    • Prediction of Parkinson's disease tremor onset using artificial neural networks
    • Presented at the 5th IASTED international conference on biomedical engineering, Innsbruck, Austria: ACTA Press. Retrieved from ?id=1295494.1295556
    • Pan, S.; Warwick, K.; Stein, J.; Gasson, M. N.; Wang, S. Y.; Aziz, T. Z.; Burgess, J. (2007). Prediction of Parkinson's disease tremor onset using artificial neural networks. In Proceedings of the fifth IASTED International Conference: biomedical engineering (pp. 341-345). Presented at the 5th IASTED international conference on biomedical engineering, Innsbruck, Austria: ACTA Press. Retrieved from http://portal.acm.org/citation.cfm ?id=1295494.1295556.
    • (2007) Proceedings of the Fifth IASTED International Conference: Biomedical Engineering , pp. 341-345
    • Pan, S.1    Warwick, K.2    Stein, J.3    Gasson, M.N.4    Wang, S.Y.5    Aziz, T.Z.6    Burgess, J.7
  • 17
    • 0031207070 scopus 로고    scopus 로고
    • Mean-tracking clustering algorithm for radial basis function centre selection
    • 10.1080/002071797223884
    • E. Sutanto, J. Mason, and K. Warwick Mean-tracking clustering algorithm for radial basis function centre selection International Journal of Control 67 6 1997 961 977 10.1080/002071797223884
    • (1997) International Journal of Control , vol.67 , Issue.6 , pp. 961-977
    • Sutanto, E.1    Mason, J.2    Warwick, K.3
  • 18
    • 77249090169 scopus 로고    scopus 로고
    • Analysis of sleep EEG activity during hypopnoea episodes by least squares support vector machine employing AR coefficients
    • 10.1016/j.eswa.2009.12.065
    • E.D. Ubeyli, D. Cvetkovic, G. Holland, and I. Cosic Analysis of sleep EEG activity during hypopnoea episodes by least squares support vector machine employing AR coefficients Expert Systems with Applications 37 6 2010 4463 4467 10.1016/j.eswa.2009.12.065
    • (2010) Expert Systems with Applications , vol.37 , Issue.6 , pp. 4463-4467
    • Ubeyli, E.D.1    Cvetkovic, D.2    Holland, G.3    Cosic, I.4
  • 19
    • 33745651348 scopus 로고    scopus 로고
    • Physiological and harmonic components in neural and muscular coherence in Parkinsonian tremor
    • S. Wang, T.Z. Aziz, J.F. Stein, P.G. Bain, and X. Liu Physiological and harmonic components in neural and muscular coherence in Parkinsonian tremor Clinical Neurophysiology 117 7 2006 1487 1498
    • (2006) Clinical Neurophysiology , vol.117 , Issue.7 , pp. 1487-1498
    • Wang, S.1    Aziz, T.Z.2    Stein, J.F.3    Bain, P.G.4    Liu, X.5
  • 20
    • 19544393166 scopus 로고    scopus 로고
    • Time-frequency analysis of transient neuromuscular events: Dynamic changes in activity of the subthalamic nucleus and forearm muscles related to the intermittent resting tremor
    • 10.1016/j.jneumeth.2004.12.009
    • S.-Y. Wang, T.Z. Aziz, J.F. Stein, and X. Liu Time-frequency analysis of transient neuromuscular events: dynamic changes in activity of the subthalamic nucleus and forearm muscles related to the intermittent resting tremor Journal of Neuroscience Methods 145 1-2 2005 151 158 10.1016/j.jneumeth.2004.12.009
    • (2005) Journal of Neuroscience Methods , vol.145 , Issue.12 , pp. 151-158
    • Wang, S.-Y.1    Aziz, T.Z.2    Stein, J.F.3    Liu, X.4
  • 22
    • 61349084839 scopus 로고    scopus 로고
    • Increased gamma oscillatory activity in the subthalamic nucleus during tremor in Parkinson's disease patients
    • 10.1152/jn.90837.2008
    • M. Weinberger, W.D. Hutchison, A.M. Lozano, M. Hodaie, and J.O. Dostrovsky Increased gamma oscillatory activity in the subthalamic nucleus during tremor in Parkinson's disease patients Journal of Neurophysiology 101 2 2009 789 802 10.1152/jn.90837.2008
    • (2009) Journal of Neurophysiology , vol.101 , Issue.2 , pp. 789-802
    • Weinberger, M.1    Hutchison, W.D.2    Lozano, A.M.3    Hodaie, M.4    Dostrovsky, J.O.5
  • 23
    • 71249164370 scopus 로고    scopus 로고
    • Prediction of Parkinson's disease tremor onset using radial basis function neural networks
    • 10.1016/j.eswa.2009.09.045
    • D. Wu, K. Warwick, Z. Ma, J.G. Burgess, S. Pan, and T.Z. Aziz Prediction of Parkinson's disease tremor onset using radial basis function neural networks Expert Systems with Applications 37 4 2010 2923 2928 10.1016/j.eswa.2009.09.045
    • (2010) Expert Systems with Applications , vol.37 , Issue.4 , pp. 2923-2928
    • Wu, D.1    Warwick, K.2    Ma, Z.3    Burgess, J.G.4    Pan, S.5    Aziz, T.Z.6
  • 24
    • 77951553244 scopus 로고    scopus 로고
    • Prediction of Parkinson's disease tremor onset using a radial basis function neural network based on particle swarm optimization
    • 10.1142/S0129065710002292
    • D. Wu, K. Warwick, Z. Ma, M.N. Gasson, J.G. Burgess, and S. Pan Prediction of Parkinson's disease tremor onset using a radial basis function neural network based on particle swarm optimization International Journal of Neural Systems 20 02 2010 109 10.1142/S0129065710002292
    • (2010) International Journal of Neural Systems , vol.20 , Issue.2 , pp. 109
    • Wu, D.1    Warwick, K.2    Ma, Z.3    Gasson, M.N.4    Burgess, J.G.5    Pan, S.6
  • 25
    • 78649543801 scopus 로고    scopus 로고
    • Classifying EEG Using Incremental Support Vector Machine in BCIs
    • K. Li, L. Jia, X. Sun, M. Fei, & G. W. Irwin (Eds.) Berlin, Heidelberg: Springer Berlin Heidelberg. Retrieved from /
    • Zheng, X.; Yang, B.; Li, X.; Zan, P.; Dong, Z. (2010). Classifying EEG Using Incremental Support Vector Machine in BCIs. In K. Li, L. Jia, X. Sun, M. Fei, & G. W. Irwin (Eds.), Life System Modeling and Intelligent Computing (Vol. 6330, pp. 604-610). Berlin, Heidelberg: Springer Berlin Heidelberg. Retrieved from http://www.springerlink.com/content/1488160k6w556181 /.
    • (2010) Life System Modeling and Intelligent Computing , vol.6330 , pp. 604-610
    • Zheng, X.1    Yang, B.2    Li, X.3    Zan, P.4    Dong, Z.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.