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Cross-subject emotion recognition by EEG driven spatio-temporal hybrid network based on domain adaptation and dynamic graph attention
16 references·0 citing·39 second hopsampled
Cross-subject emotion recognition by EEG driven spatio-temporal hybrid network based on domain adaptation and dynamic graph attention (2025)Cross-subject emotion recognition by EEG …PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition (2024)PGCN: Pyramidal Graph Convolu…EEG emotion recognition based on the attention mechanism and pre-trained convolution capsule network (2023)EEG emotion recognition based…Subject independent emotion recognition using EEG signals employing attention driven neural networks (2022)Subject independent emotion r…MS-MDA: Multisource Marginal Distribution Adaptation for Cross-Subject and Cross-Session EEG Emotion Recognition (2021)MS-MDA: Multisource Marginal …Graph-Embedded Convolutional Neural Network for Image-Based EEG Emotion Recognition (2021)Graph-Embedded Convolutional …Can Emotion Be Transferred?—A Review on Transfer Learning for EEG-Based Emotion Recognition (2021)Can Emotion Be Transferred?—A…3DCANN: A Spatio-Temporal Convolution Attention Neural Network for EEG Emotion Recognition (2021)3DCANN: A Spatio-Temporal Con…Human Emotion Recognition: Review of Sensors and Methods (2020)Human Emotion Recognition: Re…EEG-Based Emotion Classification Using a Deep Neural Network and Sparse Autoencoder (2020)EEG-Based Emotion Classificat…MPED: A Multi-Modal Physiological Emotion Database for Discrete Emotion Recognition (2019)MPED: A Multi-Modal Physiolog…Affective computing in education: A systematic review and future research (2019)Affective computing in educat…EmotionMeter: A Multimodal Framework for Recognizing Human Emotions (2018)EmotionMeter: A Multimodal Fr…EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks (2018)EEG Emotion Recognition Using…A Bi-Hemisphere Domain Adversarial Neural Network Model for EEG Emotion Recognition (2018)A Bi-Hemisphere Domain Advers…Emotions Recognition Using EEG Signals: A Survey (2017)Emotions Recognition Using EE…Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)Investigating Critical Freque…A revised version of the psychoticism scale (1985)Personality and Individual Differences (1985)DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)Measuring emotion: The self-assessment manikin and the semantic differential (1994)Affective Computing (1997)International affective picture system (IAPS) : affective ratings of pictures and instruction manual (2005)EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)A systematic review on affective computing: emotion models, databases, and recent advances (2022)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)EEG Based Emotion Recognition: A Tutorial and Review (2022)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)Emotion recognition in human-computer interaction (2001)Mechanism Design via Differential Privacy (2007)A Review of Emotion Recognition Using Physiological Signals (2018)A circumplex model of affect. (1980)Electrocardiogram-Based Emotion Recognition Systems and Their Applications in Healthcare—A Review (2021)GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition (2022)Emotion recognition in EEG signals using deep learning methods: A review (2023)An argument for basic emotions (1992)The Emerging Field of Emotion Regulation: An Integrative Review (1998)Challenges and Future Directions of Big Data and Artificial Intelligence in Education (2020)Affective Computing: Recent Advances, Challenges, and Future Trends (2023)Emotion recognition from unimodal to multimodal analysis: A review (2023)Facial Action Coding System (1978)Emotion recognition based on EEG feature maps through deep learning network (2021)Emotion Recognition for Everyday Life Using Physiological Signals From Wearables: A Systematic Literature Review (2022)Emotion Recognition From EEG Using Higher Order Crossings (2009)Review on Emotion Recognition Based on Electroencephalography (2021)CNN and LSTM based ensemble learning for human emotion recognition using EEG recordings (2022)EEG-based emotion recognition using hybrid CNN and LSTM classification (2022)A Novel Bi-Hemispheric Discrepancy Model for EEG Emotion Recognition (2020)EEG-based emotion recognition using an end-to-end regional-asymmetric convolutional neural network (2020)Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition (2022)Dynamic Domain Adaptation for Class-Aware Cross-Subject and Cross-Session EEG Emotion Recognition (2022)Multisource Associate Domain Adaptation for Cross-Subject and Cross-Session EEG Emotion Recognition (2023)PR-PL: A Novel Prototypical Representation Based Pairwise Learning Framework for Emotion Recognition Using EEG Signals (2023)
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References

  • 2015Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks2,616 cited
  • 2018EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks1,605 cited
  • 2018EmotionMeter: A Multimodal Framework for Recognizing Human Emotions1,274 cited
  • 2017Emotions Recognition Using EEG Signals: A Survey1,199 cited
  • 2020Human Emotion Recognition: Review of Sensors and Methods586 cited
  • 2018A Bi-Hemisphere Domain Adversarial Neural Network Model for EEG Emotion Recognition391 cited
  • 2019MPED: A Multi-Modal Physiological Emotion Database for Discrete Emotion Recognition339 cited
  • 2020EEG-Based Emotion Classification Using a Deep Neural Network and Sparse Autoencoder260 cited
  • 2019Affective computing in education: A systematic review and future research239 cited
  • 2021MS-MDA: Multisource Marginal Distribution Adaptation for Cross-Subject and Cross-Session EEG Emotion Recognition228 cited
  • 20213DCANN: A Spatio-Temporal Convolution Attention Neural Network for EEG Emotion Recognition221 cited
  • 2023EEG emotion recognition based on the attention mechanism and pre-trained convolution capsule network202 cited
  • 2024PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition152 cited
  • 2022Subject independent emotion recognition using EEG signals employing attention driven neural networks

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137 cited
  • 2021Graph-Embedded Convolutional Neural Network for Image-Based EEG Emotion Recognition130 cited
  • 2021Can Emotion Be Transferred?—A Review on Transfer Learning for EEG-Based Emotion Recognition128 cited
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