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Convolutional gated recurrent unit-driven multidimensional dynamic graph neural network for subject-independent emotion recognition

16 references·2 citing·32 second hopsampled

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References

2011DEAP: A Database for Emotion Analysis ;Using Physiological Signals5,082 cited
2015Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks2,616 cited
2001Emotion recognition in human-computer interaction2,610 cited
2018EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks1,605 cited
2018EmotionMeter: A Multimodal Framework for Recognizing Human Emotions1,274 cited
2020EEG-Based Emotion Recognition Using Regularized Graph Neural Networks914 cited
2018Spatial–Temporal Recurrent Neural Network for Emotion Recognition595 cited
2018A Bi-Hemisphere Domain Adversarial Neural Network Model for EEG Emotion Recognition391 cited
2020A Novel Bi-Hemispheric Discrepancy Model for EEG Emotion Recognition371 cited
2017Review and Classification of Emotion Recognition Based on EEG Brain-Computer Interface System Research: A Systematic Review301 cited
2019Emotion Recognition from Multiband EEG Signals Using CapsNet287 cited
2021MS-MDA: Multisource Marginal Distribution Adaptation for Cross-Subject and Cross-Session EEG Emotion Recognition228 cited
2018Cross-Subject Emotion Recognition Using Deep Adaptation Networks215 cited
2019Subject independent emotion recognition from EEG using VMD and deep learning

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212 cited

2022GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition209 cited

2019A Hierarchical Bidirectional GRU Model With Attention for EEG-Based Emotion Classification196 cited

Cited by

2025Cross-subject emotion recognition by EEG driven spatio-temporal hybrid network based on domain adaptation and dynamic graph attention34 cited
2025Analysis of frequency domain features for the classification of evoked emotions using EEG signals32 cited