Improving Automatic Recognition of Emotional States Using EEG Data Augmentation Techniques

• Published in: Procedia computer science Vol. 225; pp. 4225 - 4234
• Main Authors: Szczakowska, Patrycja, Wosiak, Agnieszka, żykwińska, Katarzyna
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 2023
• Subjects: augmentation techniques; data preprocessing; EEG analysis; emotion recognition; Gaussian noise; data preprocessing; augmentation techniques; Gaussian noise; emotion recognition; EEG analysis
• ISSN: 1877-0509; 1877-0509
• DOI: 10.1016/j.procs.2023.10.419

Emotion recognition is crucial for improving communication between humans and computers. Electroencephalography (EEG) signals can be used for this purpose, but the limited amount of available EEG data poses challenges in creating accurate classification models, particularly when using deep machine l...