DocumentCode
446107
Title
Extraction of event-related potentials from EEG signals using ICA with reference
Author
Joshua, Lau Kah Liong ; Rajapakse, Jagath C.
Author_Institution
Sch. of Comput. Eng., Nanyang Technol. Univ., Singapore
Volume
4
fYear
2005
fDate
July 31 2005-Aug. 4 2005
Firstpage
2526
Abstract
This paper delves into the application of a new technique, independent component analysis with reference (ICA-R), in order to obtain the components of ERPs from the EEC data. The technique is tested on available EEC data on a picture matching task performed by alcoholic and nonalcoholic subjects. The accuracy, efficiency, and usefulness of ICA-R are demonstrated in extracting the relevant components of single-trial ERPs.
Keywords
electroencephalography; image matching; independent component analysis; medical image processing; EEG signals; event-related potentials; feature extraction; independent component analysis; picture matching task; Brain; Data mining; Electrodes; Electroencephalography; Enterprise resource planning; Humans; Independent component analysis; Magnetic shielding; Scalp; Sleep;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 2005. IJCNN '05. Proceedings. 2005 IEEE International Joint Conference on
Conference_Location
Montreal, Que.
Print_ISBN
0-7803-9048-2
Type
conf
DOI
10.1109/IJCNN.2005.1556300
Filename
1556300
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