EEG based emotion recognition: A tutorial and review

X Li, Y Zhang, P Tiwari, D Song, B Hu, M Yang… - ACM Computing …, 2022 - dl.acm.org
Emotion recognition technology through analyzing the EEG signal is currently an essential
concept in Artificial Intelligence and holds great potential in emotional health care, human …

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 …

Identifying stable patterns over time for emotion recognition from EEG

WL Zheng, JY Zhu, BL Lu - IEEE transactions on affective …, 2017 - ieeexplore.ieee.org
In this paper, we investigate stable patterns of electroencephalogram (EEG) over time for
emotion recognition using a machine learning approach. Up to now, various findings of …

Human emotion recognition and analysis in response to audio music using brain signals

AM Bhatti, M Majid, SM Anwar, B Khan - Computers in Human Behavior, 2016 - Elsevier
Human emotion recognition using brain signals is an active research topic in the field of
affective computing. Music is considered as a powerful tool for arousing emotions in human …

The impact of different sounds on stress level in the context of EEG, cardiac measures and subjective stress level: A pilot study

S Paszkiel, P Dobrakowski, A Łysiak - Brain sciences, 2020 - mdpi.com
Everyone experiences stress at certain times in their lives. This feeling can motivate,
however, if it persists for a prolonged period, it leads to negative changes in the human …

A systematic review for human EEG brain signals based emotion classification, feature extraction, brain condition, group comparison

M Hamada, BB Zaidan, AA Zaidan - Journal of medical systems, 2018 - Springer
The study of electroencephalography (EEG) signals is not a new topic. However, the
analysis of human emotions upon exposure to music considered as important direction …

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 …

The effect of time window length on EEG-based emotion recognition

D Ouyang, Y Yuan, G Li, Z Guo - Sensors, 2022 - mdpi.com
Various lengths of time window have been used in feature extraction for
electroencephalogram (EEG) signal processing in previous studies. However, the effect of …

Relevance vector classifier decision fusion and EEG graph-theoretic features for automatic affective state characterization

R Gupta, TH Falk - Neurocomputing, 2016 - Elsevier
Objective characterization of affective states during music clip watching could lead to
disruptive new technologies, such as affective brain–computer interfaces, neuromarketing …

Effect of meditation on emotional response: An EEG-based study

N Jadhav, R Manthalkar, Y Joshi - Biomedical Signal Processing and …, 2017 - Elsevier
Meditation is one of the accepted practices to flourish in life. Emotional harmony is essential
for personal well-being. In this paper, the effect of meditation on emotional response using …