메뉴 건너뛰기




Volumn 74, Issue 17, 2011, Pages 3051-3057

A comparative study of wavelet families for EEG signal classification

Author keywords

Epileptic eeg; Feature extraction; Probabilistic neural network (PNN); Support vector machine (SVM); Wavelet transform

Indexed keywords

BIOMEDICAL SIGNAL; BIORTHOGONAL; BIOSIGNALS; CLASSIFICATION ACCURACY; COMPARATIVE STUDIES; COMPUTATIONAL TIME; COMPUTING EFFICIENCY; DAUBECHIES; DE-NOISING; EEG SIGNAL CLASSIFICATION; EEG SIGNAL PROCESSING; EEG SIGNALS; ELECTROENCEPHALOGRAM SIGNALS; FEATURE VECTORS; NONSTATIONARY; PROBABILISTIC NEURAL NETWORKS; STANDARD DEVIATION; SUB-BANDS; SUPPORT VECTOR; WAVELET FUNCTION; WAVELET THEORY;

EID: 80052931335     PISSN: 09252312     EISSN: 18728286     Source Type: Journal    
DOI: 10.1016/j.neucom.2011.04.029     Document Type: Article
Times cited : (295)

References (38)
  • 2
    • 0035670849 scopus 로고    scopus 로고
    • A Gabor atom network for signal classification with application in radar target recognition
    • Shi Y., Zhang X. A Gabor atom network for signal classification with application in radar target recognition. IEEE Transactions on Signal Processing 2001, 2994-3004.
    • (2001) IEEE Transactions on Signal Processing , pp. 2994-3004
    • Shi, Y.1    Zhang, X.2
  • 4
    • 69449101508 scopus 로고    scopus 로고
    • A probabilistic neural network for earthquake magnitude prediction
    • Adeli H., Panakkat A. A probabilistic neural network for earthquake magnitude prediction. Neural Networks 2009, 22:1018-1024.
    • (2009) Neural Networks , vol.22 , pp. 1018-1024
    • Adeli, H.1    Panakkat, A.2
  • 5
    • 34547573516 scopus 로고    scopus 로고
    • Mixed band wavelet-chaos-neural network methodology for epilepsy and epileptic seizure detection
    • Ghosh-Dastidar S., Adeli H., Dadmehr N. Mixed band wavelet-chaos-neural network methodology for epilepsy and epileptic seizure detection. IEEE Transactions on Biomedical Engineering 2007, 1545-1551.
    • (2007) IEEE Transactions on Biomedical Engineering , pp. 1545-1551
    • Ghosh-Dastidar, S.1    Adeli, H.2    Dadmehr, N.3
  • 6
    • 34547597104 scopus 로고    scopus 로고
    • Improved spiking neural networks for EEG classification and epilepsy and seizure detection
    • Ghosh-Dastidar S., Adeli H. Improved spiking neural networks for EEG classification and epilepsy and seizure detection. Integrated Computer-Aided Engineering 2007, 14(3):187-212.
    • (2007) Integrated Computer-Aided Engineering , vol.14 , Issue.3 , pp. 187-212
    • Ghosh-Dastidar, S.1    Adeli, H.2
  • 12
    • 38349123053 scopus 로고    scopus 로고
    • Principal component analysis-enhanced cosine radial basis function neural network for robust epilepsy and seizure detection
    • Ghosh-Dastidar S., Adeli H., Dadmehr N. Principal component analysis-enhanced cosine radial basis function neural network for robust epilepsy and seizure detection. IEEE Transactions on Biomedical Engineering 2008, 55(2):512-518.
    • (2008) IEEE Transactions on Biomedical Engineering , vol.55 , Issue.2 , pp. 512-518
    • Ghosh-Dastidar, S.1    Adeli, H.2    Dadmehr, N.3
  • 13
    • 0037441741 scopus 로고    scopus 로고
    • Analysis of EEG records in an epileptic pattern using wavelet transform
    • Adeli H., Zhou Z., Dadmehr N. Analysis of EEG records in an epileptic pattern using wavelet transform. Journal of Neuroscience Methods 2003, 123:69-87.
    • (2003) Journal of Neuroscience Methods , vol.123 , pp. 69-87
    • Adeli, H.1    Zhou, Z.2    Dadmehr, N.3
  • 15
    • 0031294776 scopus 로고    scopus 로고
    • ECG event detection and classification using wavelet and neural networks
    • M.Y. Yang, W.C. Hu, L.Y. Shyu, ECG event detection and classification using wavelet and neural networks, in: IEEE/EMBS 19th International Conference, 1997, pp. 289-292.
    • (1997) IEEE/EMBS 19th International Conference , pp. 289-292
    • Yang, M.Y.1    Hu, W.C.2    Shyu, L.Y.3
  • 16
    • 28344431552 scopus 로고    scopus 로고
    • Wavelet feature space in computer-aided electroretinogram evaluation
    • Rogala T., Brykalsi A. Wavelet feature space in computer-aided electroretinogram evaluation. Pattern Analysis and Applications 2005, 8(3):238-246.
    • (2005) Pattern Analysis and Applications , vol.8 , Issue.3 , pp. 238-246
    • Rogala, T.1    Brykalsi, A.2
  • 19
    • 33846672121 scopus 로고    scopus 로고
    • A wavelet-chaos methodology for analysis of EEGs and EEG sub-bands to detect seizure and epileps
    • Adeli H., Ghosh-Dastidar S., Dadmehr N. A wavelet-chaos methodology for analysis of EEGs and EEG sub-bands to detect seizure and epileps. IEEE Transactions on Biomedical Engineering 2007, 54(2):205-211.
    • (2007) IEEE Transactions on Biomedical Engineering , vol.54 , Issue.2 , pp. 205-211
    • Adeli, H.1    Ghosh-Dastidar, S.2    Dadmehr, N.3
  • 22
    • 71049128082 scopus 로고    scopus 로고
    • A new supervised learning algorithm for multiple spiking neural networks with application in epilepsy and seizure detection
    • Ghosh-Dastidar S., Adeli H. A new supervised learning algorithm for multiple spiking neural networks with application in epilepsy and seizure detection. Neural Networks 2009, 22:1419-1431.
    • (2009) Neural Networks , vol.22 , pp. 1419-1431
    • Ghosh-Dastidar, S.1    Adeli, H.2
  • 23
    • 68149126079 scopus 로고    scopus 로고
    • Non-invasive computerized system for automatically initiating vagus nerve stimulation following patient-specific detection of seizures or epileptiform discharges
    • Shoeb A., Guttag J., Pang T., Schachter S. Non-invasive computerized system for automatically initiating vagus nerve stimulation following patient-specific detection of seizures or epileptiform discharges. International Journal of Neural Systems 2009, 19(3):157-172.
    • (2009) International Journal of Neural Systems , vol.19 , Issue.3 , pp. 157-172
    • Shoeb, A.1    Guttag, J.2    Pang, T.3    Schachter, S.4
  • 24
    • 77749242546 scopus 로고    scopus 로고
    • Wavelet-synchronization methodology: a new approach for EEG based diagnosis of ADHD
    • Ahmadlou M., Adeli H. Wavelet-synchronization methodology: a new approach for EEG based diagnosis of ADHD. Clinical EEG and Neuroscience 2010, 41(1):1-10.
    • (2010) Clinical EEG and Neuroscience , vol.41 , Issue.1 , pp. 1-10
    • Ahmadlou, M.1    Adeli, H.2
  • 25
    • 77958031946 scopus 로고    scopus 로고
    • Enhanced probabilistic neural network with local decision circles: a robust classifier
    • Ahmadlou M., Adeli H. Enhanced probabilistic neural network with local decision circles: a robust classifier. Integrated Computer-Aided Engineering 2010, 17(3):197-210.
    • (2010) Integrated Computer-Aided Engineering , vol.17 , Issue.3 , pp. 197-210
    • Ahmadlou, M.1    Adeli, H.2
  • 26
    • 77951527667 scopus 로고    scopus 로고
    • Cascade process modeling with mechanism-based hierarchical neural networks
    • Cong Q., Yu W., Chai T. Cascade process modeling with mechanism-based hierarchical neural networks. International Journal of Neural Systems 2010, 20(1):1-11.
    • (2010) International Journal of Neural Systems , vol.20 , Issue.1 , pp. 1-11
    • Cong, Q.1    Yu, W.2    Chai, T.3
  • 27
    • 0035682573 scopus 로고    scopus 로고
    • Indications of nonlinear deterministic and finite-dimensional structures in time series of brain electrical activity: dependance on recording region and brain state
    • 061907
    • Andrzejak R.G., Lehnertz K., Mormann F., Rieke C., David P., Elger C.E. Indications of nonlinear deterministic and finite-dimensional structures in time series of brain electrical activity: dependance on recording region and brain state. Physical Review 2001, 64(061907):1-8.
    • (2001) Physical Review , vol.64 , pp. 1-8
    • Andrzejak, R.G.1    Lehnertz, K.2    Mormann, F.3    Rieke, C.4    David, P.5    Elger, C.E.6
  • 29
    • 1242343781 scopus 로고    scopus 로고
    • A dynamical resetting of the human brain at epileptic seizures: application of nonlinear dynamics and global optimization techniques
    • Iasemidis L.D., Shiau D.S., Sackellares J.C., Pardalos P.M., Prasad A. A dynamical resetting of the human brain at epileptic seizures: application of nonlinear dynamics and global optimization techniques. IEEE Transactions on Biomedical Engineering 2004, 51:493-506.
    • (2004) IEEE Transactions on Biomedical Engineering , vol.51 , pp. 493-506
    • Iasemidis, L.D.1    Shiau, D.S.2    Sackellares, J.C.3    Pardalos, P.M.4    Prasad, A.5
  • 30
    • 0029284211 scopus 로고
    • Multiresolution analysis of event-related potentials by wavelet decomposition
    • Samar V.J., Swartz K.P., Raghuveer M.R. Multiresolution analysis of event-related potentials by wavelet decomposition. Brain and Cognition 1995, 27:398-438.
    • (1995) Brain and Cognition , vol.27 , pp. 398-438
    • Samar, V.J.1    Swartz, K.P.2    Raghuveer, M.R.3
  • 31
    • 0032769353 scopus 로고    scopus 로고
    • Wavelet analysis of neuroelectric waveforms
    • Samar V.J. Wavelet analysis of neuroelectric waveforms. Brain and Language 1999, 66(1):1-6.
    • (1999) Brain and Language , vol.66 , Issue.1 , pp. 1-6
    • Samar, V.J.1
  • 32
    • 0026403091 scopus 로고
    • A comparison of wavelet functions for pitch detection of speech signals
    • S. Kadambe, G. Boudreaux-Bartels, A comparison of wavelet functions for pitch detection of speech signals, in: Proceedings of the ICASSP, 1991, pp. 449-452.
    • (1991) Proceedings of the ICASSP , pp. 449-452
    • Kadambe, S.1    Boudreaux-Bartels, G.2
  • 34
    • 0030987793 scopus 로고    scopus 로고
    • Use of a probabilistic neural network to estimate the risk of mortality after cardiac surgery
    • Orr R.K. Use of a probabilistic neural network to estimate the risk of mortality after cardiac surgery. Medical Decision Making 1997, 17(2):178-185.
    • (1997) Medical Decision Making , vol.17 , Issue.2 , pp. 178-185
    • Orr, R.K.1
  • 35
    • 0347723222 scopus 로고
    • GPSM: a generalized probabilistic semantic model for ambiguity resolution
    • Proceedings of the 30th Annual Meeting on Association for Computational Linguistics (Newark, Delaware, June 28-July 02, 1992) Annual Meeting of the ACL, Association for Computational Linguistics, Morristown, NJ.
    • J. Chang, Y. Luo, K. Su, GPSM: a generalized probabilistic semantic model for ambiguity resolution, in: Proceedings of the 30th Annual Meeting on Association for Computational Linguistics (Newark, Delaware, June 28-July 02, 1992) Annual Meeting of the ACL, Association for Computational Linguistics, Morristown, NJ, 1992, pp. 177-184.
    • (1992) , pp. 177-184
    • Chang, J.1    Luo, Y.2    Su, K.3
  • 38
    • 0001290841 scopus 로고    scopus 로고
    • Glossary of terms. Editorial for the special Issue on applications of machine learning and the knowledge discovery process
    • Kohavi R., Provost F. Glossary of terms. Editorial for the special Issue on applications of machine learning and the knowledge discovery process. Machine Learning 1998, (2/3):271-274.
    • (1998) Machine Learning , Issue.2-3 , pp. 271-274
    • Kohavi, R.1    Provost, F.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.