A Comparative Study of Window Size and Channel Arrangement on EEG-Emotion Recognition Using Deep CNN

A Comparative Study of Window Size and Channel Arrangement on EEG-Emotion Recognition Using Deep CNN

Emotion recognition based on electroencephalograms has become an active research area. Yet, identifying emotions using only brainwaves is still very challenging, especially the subject-independent task. Numerous studies have tried to propose methods to recognize emotions, including machine learning...

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Bibliographic Details
Main Authors: Panayu Keelawat, Nattapong Thammasan, Masayuki Numao, Boonserm Kijsirikul
Format: Article
Language:English
Published: MDPI AG 2021-03-01
Series:Sensors
Subjects:
emotion recognition
EEG
machine learning
CNN
spatiotemporal data
brainwave
Online Access:https://www.mdpi.com/1424-8220/21/5/1678

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