Continuous Convolutional Neural Network with 3D Input for EEG-Based Emotion Recognition

• Published in: Neural Information Processing Vol. 11307; pp. 433 - 443
• Main Authors: Yang, Yilong, Wu, Qingfeng, Fu, Yazhen, Chen, Xiaowei
• Format: Book Chapter
• Language: English
• Published: Switzerland Springer International Publishing AG 2018; Springer International Publishing
• Series: Lecture Notes in Computer Science
• Subjects: Brain-Computer interface; CNN; EEG; Emotion recognition

Automatic emotion recognition based on EEG is an important issue in Brain-Computer Interface (BCI) applications. In this paper, baseline signals were taken into account to improve recognition accuracy. Multi-Layer Perceptron (MLP), Decision Tree (DT) and our proposed approach were adopted to verify...