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EEG-BASED VIDEO IDENTIFICATION USING GRAPH SIGNAL MODELING AND GRAPH CONVOLUTIONAL NEURAL NETWORK

Abstract: 

This paper proposes a novel graph signal-based deep learning method for electroencephalography (EEG) and its application to EEG-based video identification. We present new methods to effectively represent EEG data as signals on graphs, and learn them using graph convolutional neural networks. Experimental results for video identification using EEG responses obtained while watching videos show the effectiveness of the proposed approach in comparison to existing methods. Effective schemes for graph signal representation of EEG are also discussed.

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Paper Details

Authors:
Soobeom Jang, Seong-Eun Moon, Jong-Seok Lee
Submitted On:
13 April 2018 - 1:13am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Seong-Eun Moon
Paper Code:
MMSP-P1.3
Document Year:
2018
Cite

Document Files

Jang_ICASSP2018_3rd_180405.pdf

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[1] Soobeom Jang, Seong-Eun Moon, Jong-Seok Lee, "EEG-BASED VIDEO IDENTIFICATION USING GRAPH SIGNAL MODELING AND GRAPH CONVOLUTIONAL NEURAL NETWORK", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/2604. Accessed: Sep. 19, 2020.
@article{2604-18,
url = {http://sigport.org/2604},
author = {Soobeom Jang; Seong-Eun Moon; Jong-Seok Lee },
publisher = {IEEE SigPort},
title = {EEG-BASED VIDEO IDENTIFICATION USING GRAPH SIGNAL MODELING AND GRAPH CONVOLUTIONAL NEURAL NETWORK},
year = {2018} }
TY - EJOUR
T1 - EEG-BASED VIDEO IDENTIFICATION USING GRAPH SIGNAL MODELING AND GRAPH CONVOLUTIONAL NEURAL NETWORK
AU - Soobeom Jang; Seong-Eun Moon; Jong-Seok Lee
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/2604
ER -
Soobeom Jang, Seong-Eun Moon, Jong-Seok Lee. (2018). EEG-BASED VIDEO IDENTIFICATION USING GRAPH SIGNAL MODELING AND GRAPH CONVOLUTIONAL NEURAL NETWORK. IEEE SigPort. http://sigport.org/2604
Soobeom Jang, Seong-Eun Moon, Jong-Seok Lee, 2018. EEG-BASED VIDEO IDENTIFICATION USING GRAPH SIGNAL MODELING AND GRAPH CONVOLUTIONAL NEURAL NETWORK. Available at: http://sigport.org/2604.
Soobeom Jang, Seong-Eun Moon, Jong-Seok Lee. (2018). "EEG-BASED VIDEO IDENTIFICATION USING GRAPH SIGNAL MODELING AND GRAPH CONVOLUTIONAL NEURAL NETWORK." Web.
1. Soobeom Jang, Seong-Eun Moon, Jong-Seok Lee. EEG-BASED VIDEO IDENTIFICATION USING GRAPH SIGNAL MODELING AND GRAPH CONVOLUTIONAL NEURAL NETWORK [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/2604