BioCNN: A Hardware Inference Engine for EEG-Based Emotion Detection
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Access"
DOI: 10.1109/access.2020.3012900
Abstract: EEG-based emotion classifiers have the potential of significantly improving the social integration of patients suffering from neurological disorders such as Amyotrophic Lateral Sclerosis or the acute stages of Alzheimer’s disease. Emotion classifiers have historically used… read more here.
Keywords: tex math; based emotion; inline formula;
Entropy-Based Emotion Recognition Using EEG Signals
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Access"
DOI: 10.1109/access.2025.3553809
Abstract: Automatic detection of emotional states using electroencephalogram (EEG) signals has emerged as an attractive research topic due to advancements in brain-computer interfaces (BCIs). Considering the non-stationary nature of EEG signals, extracting emotion-related features remains a… read more here.
Keywords: eeg signals; entropy based; emotion recognition; based emotion ... See more keywords
Portable EEG-Based Emotion Recognition Utilizing Flexible Brain Electrodes for Hairless Regions
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Sensors Journal"
DOI: 10.1109/jsen.2025.3625281
Abstract: Electroencephalogram (EEG)-based emotion recognition is crucial for understanding human behavior as well as individual mental health and social interactions. Currently, EEG-based emotion recognition is hindered by challenges with cumbersome equipment, complex procedures, and low recognition… read more here.
Keywords: emotion recognition; based emotion; emotion; recognition ... See more keywords
EEG-GCN: Spatio-Temporal and Self-Adaptive Graph Convolutional Networks for Single and Multi-View EEG-Based Emotion Recognition
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Signal Processing Letters"
DOI: 10.1109/lsp.2022.3179946
Abstract: Graph networks are naturally suitable for modeling multi-channel features of EEG signals. However, the existing study that attempts to utilize graph-based neural networks for EEG-based emotion recognition doesn’t take the spatio-temporal redundancy of EEG features… read more here.
Keywords: emotion; based emotion; emotion recognition; spatio temporal ... See more keywords
EEG-Based Emotion Recognition Using Hierarchical Network With Subnetwork Nodes
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Cognitive and Developmental Systems"
DOI: 10.1109/tcds.2017.2685338
Abstract: Emotions play a crucial role in decision-making, brain activity, human cognition, and social intercourse. This paper proposes a hierarchical network structure with subnetwork nodes to discriminate three human emotions: 1) positive; 2) neutral; and 3)… read more here.
Keywords: subnetwork nodes; network; eeg based; hierarchical network ... See more keywords
Hierarchical Context-Based Emotion Recognition With Scene Graphs.
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2022.3196831
Abstract: For a better intention inference, we often try to figure out the emotional states of other people in social communications. Many studies on affective computing have been carried out to infer emotions through perceiving human… read more here.
Keywords: emotion; based emotion; emotion recognition; context ... See more keywords
Hierarchical Dynamic Graph Convolutional Network With Interpretability for EEG-Based Emotion Recognition.
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2022.3225855
Abstract: Graph convolutional networks (GCNs) have shown great prowess in learning topological relationships among electroencephalogram (EEG) channels for EEG-based emotion recognition. However, most existing GCN-only methods are designed with a single spatial pattern, lacking connectivity enhancement… read more here.
Keywords: information; graph convolutional; emotion; based emotion ... See more keywords
The Use of Data-Based Emotion Recognition Systems for the Development of Emotional and Musical Creativity in Vocal Students
Sign Up to like & getrecommendations! Published in 2025 at "Journal of Educational Computing Research"
DOI: 10.1177/07356331251336648
Abstract: The primary aim of this study was to evaluate whether the use of the EmoMusic dataset could enhance first-year students’ emotional and musical creativity. A randomized controlled trial was conducted with 128 students. Participants were… read more here.
Keywords: recognition systems; emotion recognition; based emotion; emotional musical ... See more keywords
The effects of group nursing intervention based on emotion regulation training on depression and nonsuicidal self-injury in adolescents.
Sign Up to like & getrecommendations! Published in 2025 at "BMC psychology"
DOI: 10.1186/s40359-025-03750-5
Abstract: This retrospective cohort study aimed to assess the effectiveness of a group nursing intervention based on emotion regulation training in improving depressive symptoms, emotional regulation ability, and the frequency and severity of NSSI behaviors among… read more here.
Keywords: based emotion; emotion regulation; group; regulation training ... See more keywords
A Review of Deep Learning Techniques for EEG-Based Emotion Recognition: Models, Methods, and Datasets
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DOI: 10.12688/f1000research.171170.1
Abstract: Emotion Recognition (ER) with Electroencephalography (EEG) has become a major area of focus in affective computing due to its direct measurement of the activity of the brain. ER based on EEG has also advanced with… read more here.
Keywords: deep learning; emotion recognition; based emotion; emotion ... See more keywords
Bochum Assessment of Avoidance-based Emotion Regulation for Children (BAER-C): Development and evaluation of a new instrument measuring anticipatory avoidance-based emotion regulation in anxiety eliciting situations
Sign Up to like & getrecommendations! Published in 2023 at "PLOS ONE"
DOI: 10.1371/journal.pone.0279658
Abstract: Avoidance-based emotion regulation plays a central role in the development and maintenance of anxiety disorders across the life span. However, measures for children that account for different avoidance strategies, are scarce. Derived from Gross’ Process… read more here.
Keywords: based emotion; avoidance based; avoidance; emotion regulation ... See more keywords