CNN-XGBoost fusion-based affective state recognition using EEG spectrogram image analysis

Abstract Recognizing emotional state of human using brain signal is an active research domain with several open challenges. In this research, we propose a signal spectrogram image based CNN-XGBoost fusion method for recognising three dimensions of emotion, namely arousal (calm or excitement), valenc...

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Bibliographic Details
Main Authors: Md. Sakib Khan, Nishat Salsabil, Md. Golam Rabiul Alam, M. Ali Akber Dewan, Md. Zia Uddin
Format: Article
Language:English
Published: Nature Portfolio 2022-08-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-022-18257-x