Research on emotion recognition using sparse EEG channels and cross-subject modeling based on CNN-KAN-F2CA model - Xiong, Fan; Fan, Mengzhao; Yang, Xu; Wang, Chenxiao; Zhou, Jinli (PloS one, 2025)
Keywords: Accuracy; Artificial intelligence; Artificial neural networks; Biology and Life Sciences; Brain research; Channels; Classification; Color imagery; Computer and Information Sciences; Datasets; Deep learning; EEG; Electroencephalography; Emotion recognition; Emotions; Engineering and Technology; Fast Fourier transformations; Feature extraction; Fourier transforms; Frequency dependence; Frequency domain analysis; Machine learning; Medicine and Health Sciences; Methods; Neural networks; Physical Sciences; Physiology; Power spectral density; Research and Analysis Methods; Social Sciences; Spatial data; Support vector machines; Wavelet transforms; China