Classification of EEG signals using MLP based on categorical and dimensional perceptions of emotions.

• Main Authors: Yaacob, Hamwira Sakti, Abdul Rahman, Abdul Wahab, Kamaruddin, Norhaslinda
• Format: Conference or Workshop Item
• Language: English; English
• Published: 2013
• Subjects: BF511 Affection. Feeling. Emotion; H61.8 Communication of information; T58.5 Information technology
• Online Access: http://irep.iium.edu.my/30842/1/Table_of_Content.pdf; http://irep.iium.edu.my/30842/2/89.pdf; http://irep.iium.edu.my/30842/; http://ict4m.org/
• Institution: Universiti Islam Antarabangsa Malaysia

Emotions are frequently studied based on two approaches; categorical and dimensional. In this study, Multi- Layer Perceptron (MLP) was employed to classify four affective states as posited from these approaches. It was observed that emotional states viewed from the dimensional perspective are w...