A spatiotemporal symmetrical transformer structure for EEG emotion recognition

DESCARTES?? ERROR: Emotion, Reason, and the Human Brain

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Cognitive Science, Neurobiological Factor, Affective Neuroscience +5

DEAP: A Database for Emotion Analysis ;Using Physiological Signals

Sander Koelstra, Christian Mühl, Mohammad Soleymani et al. · IEEE Transactions on Affective Computing · 2011 · 4.6K citations · Full text

Neuropsychology, Affective Design, Affective Neuroscience +19

Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks

Wei‐Long Zheng, Bao‐Liang Lu · IEEE Transactions on Autonomous Mental Development · 2015 · 2.2K citations

Engineering, Machine Learning, Deep Belief Networks +21

DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices

Stamos Katsigiannis, Naeem Ramzan · IEEE Journal of Biomedical and Health Informatics · 2017 · 988 citations · Full text

Engineering, Biometrics, Affective Neuroscience +22

Emotion Recognition based on EEG using LSTM Recurrent Neural Network

Salma Alhagry, Aly Aly, A. Reda · International Journal of Advanced Computer Science and Applications · 2017 · 620 citations · Full text

Cognitive Science, Engineering, Machine Learning +14