Human emotion recognition from EEG-based brain–computer interface using machine learning: a comprehensive review

EH Houssein, A Hammad, AA Ali - Neural Computing and Applications, 2022 - Springer
Affective computing, a subcategory of artificial intelligence, detects, processes, interprets,
and mimics human emotions. Thanks to the continued advancement of portable non …

Review and classification of emotion recognition based on EEG brain-computer interface system research: a systematic review

A Al-Nafjan, M Hosny, Y Al-Ohali, A Al-Wabil - Applied Sciences, 2017 - mdpi.com
Recent developments and studies in brain-computer interface (BCI) technologies have
facilitated emotion detection and classification. Many BCI studies have sought to investigate …

EEG-based brain computer interface for emotion recognition

KMS Bano, P Bhuyan, A Ray - 2022 5th International …, 2022 - ieeexplore.ieee.org
Emotion recognition using electroencephalography (EEG) signal could be a current focus in
brain-computer interface research, that is convenient and a reliable technique. EEG-based …

EEG-based BCI emotion recognition: A survey

EP Torres, EA Torres, M Hernández-Álvarez, SG Yoo - Sensors, 2020 - mdpi.com
Affecting computing is an artificial intelligence area of study that recognizes, interprets,
processes, and simulates human affects. The user's emotional states can be sensed through …

A review on EEG signals based emotion recognition

M Zangeneh Soroush, K Maghooli… - International …, 2017 - eprints.go2submission.com
Emotion recognition has become a very controversial issue in brain-computer interfaces
(BCIs). Moreover, numerous studies have been conducted in order to recognize emotions …

Deep learning-based EEG emotion recognition: Current trends and future perspectives

X Wang, Y Ren, Z Luo, W He, J Hong… - Frontiers in …, 2023 - frontiersin.org
Automatic electroencephalogram (EEG) emotion recognition is a challenging component of
human–computer interaction (HCI). Inspired by the powerful feature learning ability of …

Classification of emotions using EEG activity associated with different areas of the brain

R Agarwal, M Andujar, S Canavan - Pattern Recognition Letters, 2022 - Elsevier
It is important that interactive Affective Brain-Computer Interface (aBCI) applications support
some degree of emotional intelligence. Many of the previous works that have explored the …

EEG‐based emotion recognition: a state‐of‐the‐art review of current trends and opportunities

NS Suhaimi, J Mountstephens… - Computational …, 2020 - Wiley Online Library
Emotions are fundamental for human beings and play an important role in human cognition.
Emotion is commonly associated with logical decision making, perception, human …

Emotion recognition framework using multiple modalities for an effective human–computer interaction

A Moin, F Aadil, Z Ali, D Kang - The Journal of Supercomputing, 2023 - Springer
Human emotions are subjective reactions to objects or events that are related to diverse
physiological, behavioral and intellectual changes. The research community is gaining more …

A comprehensive survey on emotion recognition based on electroencephalograph (EEG) signals

K Kamble, J Sengupta - Multimedia Tools and Applications, 2023 - Springer
Emotion recognition using electroencephalography (EEG) is becoming an interesting topic
among researchers. It has made a remarkable entry in the domain of biomedical, smart …