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Volumn 7, Issue 1, 2012, Pages 110-118

Online mental task classification based on DWT-PCA features and probabilistic neural network

Author keywords

Brain Computer Interface; Discrete wavelet transform; EEG; Principal component analysis; Probabilistic neural network

Indexed keywords


EID: 84862570336     PISSN: 2231525X     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (17)

References (20)
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  • 3
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    • Curran, E.A.1    Stokes, M.J.2
  • 4
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    • Plausibility assessment of a 2-state self-paced mental task-based BCI using the no-control performance analysis
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    • Faradji, F.1    Ward, R.K.2    Birch, G.E.3
  • 5
    • 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. and Dadmehr N., 2008, Principal Component Analysis-Enhanced Cosine Radial Basis Function Neural Network for Robust Epilepsy and Seizure Detection, IEEE Transactions on Biomedical Engineering, 55: 512-518.
    • (2008) IEEE Transactions on Biomedical Engineering , vol.55 , pp. 512-518
    • Ghosh-Dastidar, S.1    Adeli, H.2    Dadmehr, N.3
  • 7
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    • An online EEG-based brain-computer interface for controlling hand grasp using an adaptive probabilistic neural network
    • Hazrati M.K. and Erfanian A., 2010, An online EEG-based brain-computer interface for controlling hand grasp using an adaptive probabilistic neural network, Medical Engineering & Physics, 32: 730-739.
    • (2010) Medical Engineering & Physics , vol.32 , pp. 730-739
    • Hazrati, M.K.1    Erfanian, A.2
  • 8
    • 61849111201 scopus 로고    scopus 로고
    • Neurofeedback-based motor imagery training for brain-computer interface
    • Hwang H.J., Kiwoon K. and Chang-Hwang I., 2009, Neurofeedback-based motor imagery training for brain-computer interface, Journal of Neuroscience Methods, 179: 150-156.
    • (2009) Journal of Neuroscience Methods , vol.179 , pp. 150-156
    • Hwang, H.J.1    Kiwoon, K.2    Chang-Hwang, I.3
  • 9
    • 57549083223 scopus 로고    scopus 로고
    • Brain-machine interface via realtime fMRI: Preliminary study on thought-controlled robotic arm
    • Lee J.H., Ryu J., Jolesz F.A., Cho Z.H. and Schik Yoo S., 2009, Brain-machine interface via realtime fMRI: Preliminary study on thought-controlled robotic arm, Neuroscience Letters, 450: 1-6.
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    • Lee, J.H.1    Ryu, J.2    Jolesz, F.A.3    Cho, Z.H.4    Schik Yoo, S.5
  • 10
    • 58149461398 scopus 로고    scopus 로고
    • Classification of mental task from EEG data using neural networks based on particle swarm optimization
    • Lin C.J. and Hsieh M.H., 2009, Classification of mental task from EEG data using neural networks based on particle swarm optimization, Neurocomputing, 72: 1121-1130.
    • (2009) Neurocomputing , vol.72 , pp. 1121-1130
    • Lin, C.J.1    Hsieh, M.H.2
  • 13
    • 84856506327 scopus 로고    scopus 로고
    • A novel epileptic seizure detection algorithm based on analysis of EEG and ECG signals using probabilistic neural network
    • Nasehi S. and Pourghassem H., 2011, A novel epileptic seizure detection algorithm based on analysis of EEG and ECG signals using probabilistic neural network, Australian Journal of Basic and Applied Sciences, 5: 308-315.
    • (2011) Australian Journal of Basic and Applied Sciences , vol.5 , pp. 308-315
    • Nasehi, S.1    Pourghassem, H.2
  • 15
    • 80053166334 scopus 로고    scopus 로고
    • A novel effective feature selection algorithm based on SPCA and wavelet transform features in EEG signal classification
    • Xi'an, China
    • Nasehi S. and Pourghassem H., 2011, A novel effective feature selection algorithm based on SPCA and wavelet transform features in EEG signal classification, IEEE 3rd International Conference on Communication Software and Networks (ICCSN), Xi'an, China, 1: 114-117.
    • (2011) IEEE 3rd International Conference on Communication Software and Networks (ICCSN) , vol.1 , pp. 114-117
    • Nasehi, S.1    Pourghassem, H.2
  • 17
    • 43749102069 scopus 로고    scopus 로고
    • EEG feature extraction based on wavelet packet decomposition for brain computer interface
    • Ting W., Guo-zheng Y., Bang-hua Y. and Hong S., 2008, EEG feature extraction based on wavelet packet decomposition for brain computer interface, Measurement, 41: 618-625.
    • (2008) Measurement , vol.41 , pp. 618-625
    • Ting, W.1    Guo-zheng, Y.2    Bang-hua, Y.3    Hong, S.4
  • 20
    • 79961238205 scopus 로고    scopus 로고
    • Event-related (De) synchronization (ERD/ERS) during motor imagery tasks: Implications for brain-computer interfaces
    • Yongwoong J., Chang S. N., Young-Joo K. and Whang M.C., 2011, Event-related (De) synchronization (ERD/ERS) during motor imagery tasks: Implications for brain-computer interfaces, International Journal of Industrial Ergonomics, 41: 428-436.
    • (2011) International Journal of Industrial Ergonomics , vol.41 , pp. 428-436
    • Yongwoong, J.1    Chang, S.N.2    Young-Joo, K.3    Whang, M.C.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.