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Automated Feature Extraction on AsMap for Emotion Classification using EEG. (arXiv:2201.12055v1 [cs.LG])
Web: http://arxiv.org/abs/2201.12055
Jan. 31, 2022, 2:11 a.m. | Md. Zaved Iqubal Ahmed (1), Nidul Sinha (2), Souvik Phadikar (2) ((1) Department of Computer Science & Engineering, National Institute of Technolo
cs.LG updates on arXiv.org arxiv.org
Emotion recognition using EEG has been widely studied to address the
challenges associated with affective computing. Using manual feature extraction
method on EEG signals result in sub-optimal performance by the learning models.
With the advancements in deep learning as a tool for automated feature
engineering, in this work a hybrid of manual and automatic feature extraction
method has been proposed. The asymmetry in the different brain regions are
captured in a 2-D vector, termed as AsMap from the differential entropy …
More from arxiv.org / cs.LG updates on arXiv.org
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