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
         
        
        
        
            fDate : 
July 31 2005-Aug. 4 2005
         
        
        
            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;
         
        
        
        
            Conference_Titel : 
Neural Networks, 2005. IJCNN '05. Proceedings. 2005 IEEE International Joint Conference on
         
        
            Conference_Location : 
Montreal, Que.
         
        
            Print_ISBN : 
0-7803-9048-2
         
        
        
            DOI : 
10.1109/IJCNN.2005.1556300