메뉴 건너뛰기




Volumn 53, Issue 3, 2011, Pages 215-223

Automatic detection of epileptic seizures on the intra-cranial electroencephalogram of rats using reservoir computing

Author keywords

Automatic seizure detection; EEG classification; Experimental animal models for epilepsy; Neural networks; Reservoir computing

Indexed keywords

ABSENCE SEIZURE; AUTOMATIC DETECTION; CLASSIFICATION ALGORITHM; DATA SETS; EEG CLASSIFICATION; EPILEPTIC SEIZURES; ERROR RATE; EXPERIMENTAL ANIMALS; FEATURE SELECTION ALGORITHM; GENERALIZATION PROPERTIES; RESERVOIR COMPUTING; SEIZURE DETECTION; TRAINING SETS; TRAINING TECHNIQUES;

EID: 80054023232     PISSN: 09333657     EISSN: 18732860     Source Type: Journal    
DOI: 10.1016/j.artmed.2011.08.006     Document Type: Article
Times cited : (39)

References (34)
  • 3
    • 80054018771 scopus 로고    scopus 로고
    • Dedeurwaerdere S. Neuromodulation in experimental animal models of epilepsy. PhD thesis. Ghent University; 2005.
    • Dedeurwaerdere S. Neuromodulation in experimental animal models of epilepsy. PhD thesis. Ghent University; 2005.
  • 6
    • 0031747177 scopus 로고    scopus 로고
    • Recurrent spontaneous motor seizures after repeated low-dose systemic treatment with kainate: assessment of a rat model of temporal lobe epilepsy
    • Hellier J.L., Patrylo P.R., Buckmaster P.S., Dudek F.E. Recurrent spontaneous motor seizures after repeated low-dose systemic treatment with kainate: assessment of a rat model of temporal lobe epilepsy. Epilepsy Research 1998, 31:73-84.
    • (1998) Epilepsy Research , vol.31 , pp. 73-84
    • Hellier, J.L.1    Patrylo, P.R.2    Buckmaster, P.S.3    Dudek, F.E.4
  • 7
    • 0034333266 scopus 로고    scopus 로고
    • Kainate, a double agent that generates seizures: two decades of progress
    • Ben-Ari Y., Cossart R. Kainate, a double agent that generates seizures: two decades of progress. Trends in Neuroscience 2000, 23:515-528.
    • (2000) Trends in Neuroscience , vol.23 , pp. 515-528
    • Ben-Ari, Y.1    Cossart, R.2
  • 8
    • 84873081223 scopus 로고    scopus 로고
    • Stimulation of the anterodorsal thalamus in genetic absence epilepsy rats from Strasbourg (GAERS). In: Epilepsia, editor. 7th European Congress on Epileptology, Helsinki, Finland: Blackwell Publishing;
    • Waterschoot L, Dedeurwaerdere S, Wyckhuys T. Stimulation of the anterodorsal thalamus in genetic absence epilepsy rats from Strasbourg (GAERS). In: Epilepsia, editor. 7th European Congress on Epileptology, vol. 47. Helsinki, Finland: Blackwell Publishing; 2006. p. 70.
    • (2006) , vol.47 , pp. 70
    • Waterschoot, L.1    Dedeurwaerdere, S.2    Wyckhuys, T.3
  • 9
    • 78349260139 scopus 로고    scopus 로고
    • Suppression of hippocampal epileptic seizures in the kainate rat by poisson distributed stimulation
    • Wyckhuys T., Boon P., Raedt R., Van Niewenhuyse B., Vonck K., Wadman W. Suppression of hippocampal epileptic seizures in the kainate rat by poisson distributed stimulation. Epilepsia 2010, 51:2297-2304.
    • (2010) Epilepsia , vol.51 , pp. 2297-2304
    • Wyckhuys, T.1    Boon, P.2    Raedt, R.3    Van Niewenhuyse, B.4    Vonck, K.5    Wadman, W.6
  • 12
    • 84857038870 scopus 로고    scopus 로고
    • The " echo state" approach to analysing and training recurrent neural networks. Technical Report GMD Report 148. German National Research Center for Information Technology; 2001.
    • Jaeger H. The " echo state" approach to analysing and training recurrent neural networks. Technical Report GMD Report 148. German National Research Center for Information Technology; 2001.
    • Jaeger, H.1
  • 13
    • 84918441630 scopus 로고
    • Geometrical and statistical properties of systems of linear inequalities with applications in pattern recognition
    • Cover T.M. Geometrical and statistical properties of systems of linear inequalities with applications in pattern recognition. IEEE Transactions on Electronic Computers 1965, 14(3):326-334.
    • (1965) IEEE Transactions on Electronic Computers , vol.14 , Issue.3 , pp. 326-334
    • Cover, T.M.1
  • 15
    • 35748932917 scopus 로고    scopus 로고
    • A review of feature selection techniques in bioinformatics
    • Saeys Y., Inza I., Larrañaga P. A review of feature selection techniques in bioinformatics. Bioinformatics 2007, 23(19):2507-2517.
    • (2007) Bioinformatics , vol.23 , Issue.19 , pp. 2507-2517
    • Saeys, Y.1    Inza, I.2    Larrañaga, P.3
  • 16
    • 0031748494 scopus 로고    scopus 로고
    • Real-time automated detection and quantitative analysis of seizures and short-term prediction of clinical onset
    • Osorio I., Frei M., Wilkinson S. Real-time automated detection and quantitative analysis of seizures and short-term prediction of clinical onset. Epilepsia 1998, 39:615-627.
    • (1998) Epilepsia , vol.39 , pp. 615-627
    • Osorio, I.1    Frei, M.2    Wilkinson, S.3
  • 17
    • 33644759325 scopus 로고    scopus 로고
    • Efficient unsupervised algorithms for the detection of seizures in continuous EEG recordings from rats after brain injury
    • White A., Willians P., Ferraro D., Clark S., Kadam S., Dudek F., et al. Efficient unsupervised algorithms for the detection of seizures in continuous EEG recordings from rats after brain injury. Journal of Neuroscience Methods 2006, 152:255-266.
    • (2006) Journal of Neuroscience Methods , vol.152 , pp. 255-266
    • White, A.1    Willians, P.2    Ferraro, D.3    Clark, S.4    Kadam, S.5    Dudek, F.6
  • 20
    • 0034329263 scopus 로고    scopus 로고
    • Reduction of pentylenetetrazole-induced seizure activity in awake rats by seizure-triggered trigeminal nerve stimulation
    • Fanselow E., Ashlan P., Nicolelis A. Reduction of pentylenetetrazole-induced seizure activity in awake rats by seizure-triggered trigeminal nerve stimulation. Journal of Neuroscience 2000, 20:8160-8168.
    • (2000) Journal of Neuroscience , vol.20 , pp. 8160-8168
    • Fanselow, E.1    Ashlan, P.2    Nicolelis, A.3
  • 25
    • 0018079655 scopus 로고
    • Basic principles of ROC analysis
    • Metz C. Basic principles of ROC analysis. Seminars in Nuclear Medicine 1978, 8:283-298.
    • (1978) Seminars in Nuclear Medicine , vol.8 , pp. 283-298
    • Metz, C.1
  • 29
    • 34249938474 scopus 로고    scopus 로고
    • Optimization and applications of echo state networks with leaky integrator neurons
    • Jaeger H., Lukosevicius M., Popovici D. Optimization and applications of echo state networks with leaky integrator neurons. Neural Networks 2007, 20:335-352.
    • (2007) Neural Networks , vol.20 , pp. 335-352
    • Jaeger, H.1    Lukosevicius, M.2    Popovici, D.3
  • 30
    • 0001300994 scopus 로고
    • Solution of incorrectly formulated problems and the regularization method
    • Tikhonov A.N. Solution of incorrectly formulated problems and the regularization method. Soviet nath Dokl 1963, 4:1035-1038.
    • (1963) Soviet nath Dokl , vol.4 , pp. 1035-1038
    • Tikhonov, A.N.1
  • 31
    • 33846704303 scopus 로고    scopus 로고
    • Linear discriminant functions
    • John Wiley and Sons, Inc., New York
    • Duda R.O., Hart P.E., Stork D.G. Linear discriminant functions. Pattern classification 2001, John Wiley and Sons, Inc., New York, p. 242-3. 2nd ed.
    • (2001) Pattern classification , pp. 242-3
    • Duda, R.O.1    Hart, P.E.2    Stork, D.G.3
  • 32
    • 80054033025 scopus 로고    scopus 로고
    • Edge of chaos and prediction of computational performance for neural microcircuit models
    • Legenstein R.A., Maass W. Edge of chaos and prediction of computational performance for neural microcircuit models. Neural Networks 2007, 32:3-333.
    • (2007) Neural Networks , vol.32 , pp. 3-333
    • Legenstein, R.A.1    Maass, W.2
  • 33
    • 84857045071 scopus 로고    scopus 로고
    • Tutorial on training recurrent neural networks, covering BPTT, RTRL, EKF and the " echo state network" approach. Technical Report GMD Report 159. German National Research Center for Information Technology; 2002.
    • Jaeger H. Tutorial on training recurrent neural networks, covering BPTT, RTRL, EKF and the " echo state network" approach. Technical Report GMD Report 159. German National Research Center for Information Technology; 2002.
    • Jaeger, H.1
  • 34
    • 34250168707 scopus 로고    scopus 로고
    • Strategies for adapting automated seizure detection algorithms
    • Oso
    • Haas S., Frei M., Oso Strategies for adapting automated seizure detection algorithms. Medical Engineering & Physics 2007, 29:895-909.
    • (2007) Medical Engineering & Physics , vol.29 , pp. 895-909
    • Haas, S.1    Frei, M.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.