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 …

The ventral visual pathway: an expanded neural framework for the processing of object quality

DJ Kravitz, KS Saleem, CI Baker… - Trends in cognitive …, 2013 - cell.com
Since the original characterization of the ventral visual pathway, our knowledge of its
neuroanatomy, functional properties, and extrinsic targets has grown considerably. Here we …

A novel bi-hemispheric discrepancy model for EEG emotion recognition

Y Li, L Wang, W Zheng, Y Zong, L Qi… - … on Cognitive and …, 2020 - ieeexplore.ieee.org
Neuroscience study has revealed the discrepancy of emotion expression between the left
and right hemispheres of human brain. Inspired by this study, in this article, we propose a …

From regional to global brain: A novel hierarchical spatial-temporal neural network model for EEG emotion recognition

Y Li, W Zheng, L Wang, Y Zong… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
In this paper, we propose a novel Electroencephalograph (EEG) emotion recognition
method inspired by neuroscience with respect to the brain response to different emotions …

A bi-hemisphere domain adversarial neural network model for EEG emotion recognition

Y Li, W Zheng, Y Zong, Z Cui, T Zhang… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
In this paper, we propose a novel neural network model, called bi-hemisphere domain
adversarial neural network (BiDANN) model, for electroencephalograph (EEG) emotion …

Better living through understanding the insula: Why subregions can make all the difference

SW Centanni, AC Janes, DL Haggerty, B Atwood… - …, 2021 - Elsevier
Insula function is considered critical for many motivated behaviors, with proposed functions
ranging from attention, behavioral control, emotional regulation, goal-directed and aversion …

The integration of negative affect, pain and cognitive control in the cingulate cortex

AJ Shackman, TV Salomons, HA Slagter… - Nature Reviews …, 2011 - nature.com
It has been argued that emotion, pain and cognitive control are functionally segregated in
distinct subdivisions of the cingulate cortex. However, recent observations encourage a …

The neurocircuitry of fear, stress, and anxiety disorders

LM Shin, I Liberzon - Neuropsychopharmacology, 2010 - nature.com
Anxiety disorders are a significant problem in the community, and recent neuroimaging
research has focused on determining the brain circuits that underlie them. Research on the …

GMSS: Graph-based multi-task self-supervised learning for EEG emotion recognition

Y Li, J Chen, F Li, B Fu, H Wu, Y Ji… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Previous electroencephalogram (EEG) emotion recognition relies on single-task learning,
which may lead to overfitting and learned emotion features lacking generalization. In this …

Modeling the predictive social mind

DI Tamir, MA Thornton - Trends in cognitive sciences, 2018 - cell.com
The social mind is tailored to the problem of predicting the mental states and actions of other
people. However, social cognition researchers have only scratched the surface of the …