TY - GEN
T1 - Feature extraction and classification of EEG signal for different brain control machine
AU - Islam, Sheikh Md Rabiul
AU - Sajol, Ahosanullah
AU - Huang, Xu
AU - Ou, Keng Liang
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2017/3/6
Y1 - 2017/3/6
N2 - Brain computer interface is used for human and machine learning analysis. This paper represents the EEG datasets that are built with different cognitive task such as left, right, back and front imaginary movement with eye open. We have used different feature extraction method to classify these EEG signal using Support Vector Machine (SVM), k-Nearest Neighbor (k-NN) and Artificial Neural Network (ANN). All these methods are compared with other work that have done with other datasets. The proposed work is obtained 95.21% accuracy 98.95% sensitivity for SVM and k-NN is 90.88% and ANN is 94.31%. The performance results have shown higher enough than all others.
AB - Brain computer interface is used for human and machine learning analysis. This paper represents the EEG datasets that are built with different cognitive task such as left, right, back and front imaginary movement with eye open. We have used different feature extraction method to classify these EEG signal using Support Vector Machine (SVM), k-Nearest Neighbor (k-NN) and Artificial Neural Network (ANN). All these methods are compared with other work that have done with other datasets. The proposed work is obtained 95.21% accuracy 98.95% sensitivity for SVM and k-NN is 90.88% and ANN is 94.31%. The performance results have shown higher enough than all others.
KW - ANN
KW - Acuraccy
KW - EEG datasets
KW - SVM
KW - k-NN
UR - http://www.scopus.com/inward/record.url?scp=85016957777&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85016957777&partnerID=8YFLogxK
U2 - 10.1109/CEEICT.2016.7873150
DO - 10.1109/CEEICT.2016.7873150
M3 - Conference contribution
AN - SCOPUS:85016957777
T3 - 2016 3rd International Conference on Electrical Engineering and Information and Communication Technology, iCEEiCT 2016
BT - 2016 3rd International Conference on Electrical Engineering and Information and Communication Technology, iCEEiCT 2016
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 3rd International Conference on Electrical Engineering and Information and Communication Technology, iCEEiCT 2016
Y2 - 22 September 2016 through 24 September 2016
ER -