EEG-Based Emotion Classification Using a Deep Neural Network and Sparse Autoencoder

• Published in: Frontiers in systems neuroscience Vol. 14; p. 43
• Main Authors: Liu, Junxiu, Wu, Guopei, Luo, Yuling, Qiu, Senhui, Yang, Su, Li, Wei, Bi, Yifei
• Format: Journal Article
• Language: English
• Published: Switzerland Frontiers Media S.A 02.09.2020
• Subjects: convolutional neural network; deep neural network; EEG; emotion recognition; Neuroscience; sparse autoencoder; emotion recognition; EEG; convolutional neural network; deep neural network; sparse autoencoder
• ISSN: 1662-5137; 1662-5137
• DOI: 10.3389/fnsys.2020.00043

Emotion classification based on brain-computer interface (BCI) systems is an appealing research topic. Recently, deep learning has been employed for the emotion classifications of BCI systems and compared to traditional classification methods improved results have been obtained. In this paper, a nov...