Sorry, you need to enable JavaScript to visit this website.

facebooktwittermailshare

EMOTION RECOGNITION THROUGH INTEGRATING EEG AND PERIPHERAL SIGNALS

Abstract: 

The inherent dependencies among multiple physiological signals are crucial for multimodal emotion recognition, but have not been thoroughly exploited yet. This paper propose to use restricted Boltzmann machine (RBM) to model such dependencies.Specifically, the visible nodes of RBM represent EEG and peripheral physiological signals, and thus the connections between visible nodes and hidden nodes capture the intrinsic relations among multiple physiological signals. The RBM also generate new representation from multiple physiological signals. Then, a support vector machine is adopted to recognize users’ emotion states from the generated features. Furthermore, we extend the proposed fusion method for incomplete datas, since physiological signals are often corrupted due to artifacts. Specifically, we pre-train the RBM using all the complete data, then we update missing values and RBM parameters to minimize free energy of visible vectors using both complete and incomplete data. Experiments on benchmark databases demonstrate the effectiveness of the proposed methods.

up
0 users have voted:

Paper Details

Authors:
Yangyang Shu and Shangfei Wang
Submitted On:
13 March 2017 - 9:31pm
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
SHANGFEI WANG
Paper Code:
1751
Document Year:
2017
Cite

Document Files

ICASSP_YANGYANG.pdf

(39 downloads)

Subscribe

[1] Yangyang Shu and Shangfei Wang, "EMOTION RECOGNITION THROUGH INTEGRATING EEG AND PERIPHERAL SIGNALS", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/1762. Accessed: Jun. 28, 2017.
@article{1762-17,
url = {http://sigport.org/1762},
author = {Yangyang Shu and Shangfei Wang },
publisher = {IEEE SigPort},
title = {EMOTION RECOGNITION THROUGH INTEGRATING EEG AND PERIPHERAL SIGNALS},
year = {2017} }
TY - EJOUR
T1 - EMOTION RECOGNITION THROUGH INTEGRATING EEG AND PERIPHERAL SIGNALS
AU - Yangyang Shu and Shangfei Wang
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/1762
ER -
Yangyang Shu and Shangfei Wang. (2017). EMOTION RECOGNITION THROUGH INTEGRATING EEG AND PERIPHERAL SIGNALS. IEEE SigPort. http://sigport.org/1762
Yangyang Shu and Shangfei Wang, 2017. EMOTION RECOGNITION THROUGH INTEGRATING EEG AND PERIPHERAL SIGNALS. Available at: http://sigport.org/1762.
Yangyang Shu and Shangfei Wang. (2017). "EMOTION RECOGNITION THROUGH INTEGRATING EEG AND PERIPHERAL SIGNALS." Web.
1. Yangyang Shu and Shangfei Wang. EMOTION RECOGNITION THROUGH INTEGRATING EEG AND PERIPHERAL SIGNALS [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/1762