A Class-Incremental Learning Method Based on Preserving the Learned Feature Space for EEG-Based Emotion Recognition

A Class-Incremental Learning Method Based on Preserving the Learned Feature Space for EEG-Based Emotion Recognition

Deep learning-based models have shown to be one of the main active research topics in emotion recognition systems from Electroencephalogram (EEG) signals. However, a significant challenge is to effectively recognize new emotions that are incorporated sequentially, as current models must perform retr...

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Bibliographic Details
Main Authors: Magdiel Jiménez-Guarneros, Roberto Alejo-Eleuterio
Format: Article
Language:English
Published: MDPI AG 2022-02-01
Series:Mathematics
Subjects:
class-incremental learning
deep learning
catastrophic forgetting
emotion recognition
electroencephalogram
Online Access:https://www.mdpi.com/2227-7390/10/4/598

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