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Dynamic Domain Adaptation for Class-Aware Cross-Subject and Cross-Session EEG Emotion Recognition
9 references·16 citing·30 second hop
Dynamic Domain Adaptation for Class-Aware Cross-Subject and Cross-Session EEG Emotion Recognition (2022)Dynamic Domain Adaptation for Class-Aware…MS-MDA: Multisource Marginal Distribution Adaptation for Cross-Subject and Cross-Session EEG Emotion Recognition (2021)MS-MDA: Multisource Marginal …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…DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices (2017)DREAMER: A Database for Emoti…Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)Investigating Critical Freque…Improving BCI-based emotion recognition by combining EEG feature selection and kernel classifiers (2015)Improving BCI-based emotion r…Differential entropy feature for EEG-based emotion classification (2013)Differential entropy feature …DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …STRFLNet: Spatio-Temporal Representation Fusion Learning Network for EEG-Based Emotion Recognition (2025)STRFLNet: Spatio-Temporal Rep…Spectral-Spatial Attention Alignment for Multi-Source Domain Adaptation in EEG-Based Emotion Recognition (2024)Spectral-Spatial Attention Al…Gusa: Graph-Based Unsupervised Subdomain Adaptation for Cross-Subject EEG Emotion Recognition (2024)Gusa: Graph-Based Unsupervise…GDDN: Graph Domain Disentanglement Network for Generalizable EEG Emotion Recognition (2024)GDDN: Graph Domain Disentangl…Deep learning-based EEG emotion recognition: a comprehensive review (2024)Deep learning-based EEG emoti…CiABL: Completeness-Induced Adaptative Broad Learning for Cross-Subject Emotion Recognition With EEG and Eye Movement Signals (2024)CiABL: Completeness-Induced A…CFDA-CSF: A Multi-Modal Domain Adaptation Method for Cross-Subject Emotion Recognition (2024)CFDA-CSF: A Multi-Modal Domai…Bridge Graph Attention Based Graph Convolution Network With Multi-Scale Transformer for EEG Emotion Recognition (2024)Bridge Graph Attention Based …A comprehensive review of deep learning in EEG-based emotion recognition: classifications, trends, and practical implications (2024)A comprehensive review of dee…PR-PL: A Novel Prototypical Representation Based Pairwise Learning Framework for Emotion Recognition Using EEG Signals (2023)PR-PL: A Novel Prototypical R…Functional connectivity-enhanced feature-grouped attention network for cross-subject EEG emotion recognition (2023)Functional connectivity-enhan…EEG-Based Emotion Recognition for Hearing Impaired and Normal Individuals With Residual Feature Pyramids Network Based on Time–Frequency–Spatial Features (2023)EEG-Based Emotion Recognition…Cross-Subject EEG-Based Emotion Recognition via Semisupervised Multisource Joint Distribution Adaptation (2023)Cross-Subject EEG-Based Emoti…Cross-subject EEG emotion recognition using multi-source domain manifold feature selection (2023)Cross-subject EEG emotion rec…Cross-Cultural Emotion Recognition With EEG and Eye Movement Signals Based on Multiple Stacked Broad Learning System (2023)Cross-Cultural Emotion Recogn…A systematic literature review of emotion recognition using EEG signals (2023)A systematic literature revie…A revised version of the psychoticism scale (1985)Personality and Individual Differences (1985)Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)Emotion recognition in human-computer interaction (2001)Emotions Recognition Using EEG Signals: A Survey (2017)Spatial–Temporal Recurrent Neural Network for Emotion Recognition (2018)A systematic review on affective computing: emotion models, databases, and recent advances (2022)A circumplex model of affect. (1980)Measuring emotion: The self-assessment manikin and the semantic differential (1994)Affective Computing (1997)A Multimodal Database for Affect Recognition and Implicit Tagging (2011)AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild (2017)Affect Detection: An Interdisciplinary Review of Models, Methods, and Their Applications (2010)EEG Based Emotion Recognition: A Tutorial and Review (2022)Human emotion recognition from EEG-based brain–computer interface using machine learning: a comprehensive 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)EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review (2020)Mechanism Design via Differential Privacy (2007)A Review of Emotion Recognition Using Physiological Signals (2018)EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)Plug-and-Play Domain Adaptation for Cross-Subject EEG-based Emotion Recognition (2021)CNN and LSTM based ensemble learning for human emotion recognition using EEG recordings (2022)Multi-view domain-adaptive representation learning for EEG-based emotion recognition (2023)Multisource Associate Domain Adaptation for Cross-Subject and Cross-Session EEG Emotion Recognition (2023)An Efficient Graph Learning System for Emotion Recognition Inspired by the Cognitive Prior Graph of EEG Brain Network (2024)Research Progress of EEG-Based Emotion Recognition: A Survey (2024)
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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
  • 2018EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks1,605 cited
  • 2018EmotionMeter: A Multimodal Framework for Recognizing Human Emotions1,274 cited
  • 2013Differential entropy feature for EEG-based emotion classification1,215 cited
  • 2017DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices1,130 cited
  • 2015Improving BCI-based emotion recognition by combining EEG feature selection and kernel classifiers506 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

  • 2023PR-PL: A Novel Prototypical Representation Based Pairwise Learning Framework for Emotion Recognition Using EEG Signals125 cited
  • 2024A comprehensive review of deep learning in EEG-based emotion recognition: classifications, trends, and practical implications90 cited
  • 2024GDDN: Graph Domain Disentanglement Network for Generalizable EEG Emotion Recognition75 cited
  • 2023Cross-Cultural Emotion Recognition With EEG and Eye Movement Signals Based on Multiple Stacked Broad Learning System

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74 cited
  • 2023Cross-subject EEG emotion recognition using multi-source domain manifold feature selection69 cited
  • 2024Gusa: Graph-Based Unsupervised Subdomain Adaptation for Cross-Subject EEG Emotion Recognition66 cited
  • 2023Functional connectivity-enhanced feature-grouped attention network for cross-subject EEG emotion recognition64 cited
  • 2024CiABL: Completeness-Induced Adaptative Broad Learning for Cross-Subject Emotion Recognition With EEG and Eye Movement Signals64 cited
  • 2024Bridge Graph Attention Based Graph Convolution Network With Multi-Scale Transformer for EEG Emotion Recognition62 cited
  • 2024Spectral-Spatial Attention Alignment for Multi-Source Domain Adaptation in EEG-Based Emotion Recognition55 cited
  • 2023A systematic literature review of emotion recognition using EEG signals54 cited
  • 2023Cross-Subject EEG-Based Emotion Recognition via Semisupervised Multisource Joint Distribution Adaptation49 cited
  • 2023EEG-Based Emotion Recognition for Hearing Impaired and Normal Individuals With Residual Feature Pyramids Network Based on Time–Frequency–Spatial Features46 cited
  • 2024CFDA-CSF: A Multi-Modal Domain Adaptation Method for Cross-Subject Emotion Recognition46 cited
  • 2025STRFLNet: Spatio-Temporal Representation Fusion Learning Network for EEG-Based Emotion Recognition42 cited
  • 2024Deep learning-based EEG emotion recognition: a comprehensive review39 cited