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PR-PL: A Novel Prototypical Representation Based Pairwise Learning Framework for Emotion Recognition Using EEG Signals
16 references·8 citing·26 second hopsampled
PR-PL: A Novel Prototypical Representation Based Pairwise Learning Framework for Emotion Recognition Using EEG Signals (2023)PR-PL: A Novel Prototypical Representatio…MS-MDA: Multisource Marginal Distribution Adaptation for Cross-Subject and Cross-Session EEG Emotion Recognition (2021)MS-MDA: Multisource Marginal …EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)EEG-Based Emotion Recognition…EEG-based emotion recognition using an end-to-end regional-asymmetric convolutional neural network (2020)EEG-based emotion recognition…An Efficient LSTM Network for Emotion Recognition From Multichannel EEG Signals (2020)An Efficient LSTM Network for…A Novel Bi-Hemispheric Discrepancy Model for EEG Emotion Recognition (2020)A Novel Bi-Hemispheric Discre…Utilizing Deep Learning Towards Multi-Modal Bio-Sensing and Vision-Based Affective Computing (2019)Utilizing Deep Learning Towar…Multisource Transfer Learning for Cross-Subject EEG Emotion Recognition (2019)Multisource Transfer Learning…From Regional to Global Brain: A Novel Hierarchical Spatial-Temporal Neural Network Model for EEG Emotion Recognition (2019)From Regional to Global Brain…Domain Adaptation for EEG Emotion Recognition Based on Latent Representation Similarity (2019)Domain Adaptation for EEG Emo…Spatial–Temporal Recurrent Neural Network for Emotion Recognition (2018)Spatial–Temporal Recurrent Ne…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…Cross-Subject Emotion Recognition Using Deep Adaptation Networks (2018)Cross-Subject Emotion Recogni…A Bi-Hemisphere Domain Adversarial Neural Network Model for EEG Emotion Recognition (2018)A Bi-Hemisphere Domain Advers…Multichannel EEG-Based Emotion Recognition via Group Sparse Canonical Correlation Analysis (2016)Multichannel EEG-Based Emotio…Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)Investigating Critical Freque…STRFLNet: Spatio-Temporal Representation Fusion Learning Network for EEG-Based Emotion Recognition (2025)STRFLNet: Spatio-Temporal Rep…Temporal aware Mixed Attention-based Convolution and Transformer Network for cross-subject EEG emotion recognition (2024)Temporal aware Mixed Attentio…Semi-Supervised Dual-Stream Self-Attentive Adversarial Graph Contrastive Learning for Cross-Subject EEG-Based Emotion Recognition (2024)Semi-Supervised Dual-Stream S…Research Progress of EEG-Based Emotion Recognition: A Survey (2024)Research Progress of EEG-Base…FMLAN: A novel framework for cross-subject and cross-session EEG emotion recognition (2024)FMLAN: A novel framework for …EEGMatch: Learning With Incomplete Labels for Semisupervised EEG-Based Cross-Subject Emotion Recognition (2024)EEGMatch: Learning With Incom…Bridge Graph Attention Based Graph Convolution Network With Multi-Scale Transformer for EEG Emotion Recognition (2024)Bridge Graph Attention Based …An Efficient Graph Learning System for Emotion Recognition Inspired by the Cognitive Prior Graph of EEG Brain Network (2024)An Efficient Graph Learning S…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)The Extended Cohn-Kanade Dataset (CK+): A complete dataset for action unit and emotion-specified expression (2010)Differential entropy feature for EEG-based emotion classification (2013)EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)EEG Based Emotion Recognition: A Tutorial and Review (2022)TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition (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)Affective Computing (1997)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)Measures of emotion: A review (2009)3DCANN: A Spatio-Temporal Convolution Attention Neural Network for EEG Emotion Recognition (2021)Emotion recognition in EEG signals using deep learning methods: A review (2023)Pleasure-arousal-dominance: A general framework for describing and measuring individual differences in Temperament (1996)A systematic review on affective computing: emotion models, databases, and recent advances (2022)Toward machine emotional intelligence: analysis of affective physiological state (2001)EEG-Based Emotion Recognition Using Spatial-Temporal Graph Convolutional LSTM With Attention Mechanism (2022)EEG emotion recognition based on the attention mechanism and pre-trained convolution capsule network (2023)Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition (2022)Emotion Recognition From Multimodal Physiological Signals Using a Regularized Deep Fusion of Kernel Machine (2020)
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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
  • 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
  • 2020An Efficient LSTM Network for Emotion Recognition From Multichannel EEG Signals361 cited
  • 2019Multisource Transfer Learning for Cross-Subject EEG Emotion Recognition355 cited
  • 2019From Regional to Global Brain: A Novel Hierarchical Spatial-Temporal Neural Network Model for EEG Emotion Recognition316 cited
  • 2016Multichannel EEG-Based Emotion Recognition via Group Sparse Canonical Correlation Analysis303 cited
  • 2019Domain Adaptation for EEG Emotion Recognition Based on Latent Representation Similarity292 cited
  • 2020EEG-based emotion recognition using an end-to-end regional-asymmetric convolutional neural network284 cited
  • 2019Utilizing Deep Learning Towards Multi-Modal Bio-Sensing and Vision-Based Affective Computing

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232 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
  • Cited by

    • 2024An Efficient Graph Learning System for Emotion Recognition Inspired by the Cognitive Prior Graph of EEG Brain Network87 cited
    • 2024Research Progress of EEG-Based Emotion Recognition: A Survey67 cited
    • 2024Bridge Graph Attention Based Graph Convolution Network With Multi-Scale Transformer for EEG Emotion Recognition62 cited
    • 2024Semi-Supervised Dual-Stream Self-Attentive Adversarial Graph Contrastive Learning for Cross-Subject EEG-Based Emotion Recognition55 cited
    • 2024Temporal aware Mixed Attention-based Convolution and Transformer Network for cross-subject EEG emotion recognition54 cited
    • 2024FMLAN: A novel framework for cross-subject and cross-session EEG emotion recognition43 cited
    • 2024EEGMatch: Learning With Incomplete Labels for Semisupervised EEG-Based Cross-Subject Emotion Recognition42 cited
    • 2025STRFLNet: Spatio-Temporal Representation Fusion Learning Network for EEG-Based Emotion Recognition42 cited