EEG-based emotion recognition via fast and robust feature smoothing

• Main Authors: TANG, Cheng, WANG, Di, TAN, Ah-hwee, MIAO, Chunyan
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2017
• Subjects: Emotion recognition; EEG; DEAP; Feature smoothing; Databases and Information Systems; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/6079; https://ink.library.smu.edu.sg/context/sis_research/article/7082/viewcontent/bi2017.pdf
• Institution: Singapore Management University

Electroencephalograph (EEG) signals reveal much of our brain states and have been widely used in emotion recognition. However, the recognition accuracy is hardly ideal mainly due to the following reasons: (i) the features extracted from EEG signals may not solely reflect one’s emotional patterns and...