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Multi-Modal Domain Adaptation Variational Autoencoder for EEG-Based Emotion Recognition
16 references·12 citing·36 second hop
Multi-Modal Domain Adaptation Variational Autoencoder for EEG-Based Emotion Recognition (2022)Multi-Modal Domain Adaptation Variational…Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review (2020)Emotion recognition using mul…Domain Adaptation for EEG Emotion Recognition Based on Latent Representation Similarity (2019)Domain Adaptation for EEG Emo…EmotionMeter: A Multimodal Framework for Recognizing Human Emotions (2018)EmotionMeter: A Multimodal Fr…A Bi-Hemisphere Domain Adversarial Neural Network Model for EEG Emotion Recognition (2018)A Bi-Hemisphere Domain Advers…Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)Identifying Stable Patterns o…End-to-End Multimodal Emotion Recognition Using Deep Neural Networks (2017)End-to-End Multimodal Emotion…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…Emotion Recognition Using Multimodal Deep Learning (2016)Emotion Recognition Using Mul…Analysis of EEG Signals and Facial Expressions for Continuous Emotion Detection (2015)Analysis of EEG Signals and F…A survey of affective brain computer interfaces: principles, state-of-the-art, and challenges (2014)A survey of affective brain c…Multimodal Emotion Recognition in Response to Videos (2011)Multimodal Emotion Recognitio…Emotion representation, analysis and synthesis in continuous space: A survey (2011)Emotion representation, analy…Affect Detection: An Interdisciplinary Review of Models, Methods, and Their Applications (2010)Affect Detection: An Interdis…Emotion recognition using brain activity (2008)Emotion recognition using bra…A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions (2008)A Survey of Affect Recognitio…Expression and the Nature of Emotion (1984)Expression and the Nature of …Advances in EEG-based emotion recognition: Challenges, methodologies, and future directions (2025)Advances in EEG-based emotion…A multi-domain constraint learning system inspired by adaptive cognitive graphs for emotion recognition (2025)A multi-domain constraint lea…Review and Perspectives on Human Emotion for Connected Automated Vehicles (2024)Review and Perspectives on Hu…Deep learning-based EEG emotion recognition: a comprehensive review (2024)Deep learning-based EEG emoti…Comprehensive Multisource Learning Network for Cross-Subject Multimodal Emotion Recognition (2024)Comprehensive Multisource Lea…CFDA-CSF: A Multi-Modal Domain Adaptation Method for Cross-Subject Emotion Recognition (2024)CFDA-CSF: A Multi-Modal Domai…A comprehensive review of deep learning in EEG-based emotion recognition: classifications, trends, and practical implications (2024)A comprehensive review of dee…Self‐training maximum classifier discrepancy for EEG emotion recognition (2023)Self‐training maximum classif…Multisource Associate Domain Adaptation for Cross-Subject and Cross-Session EEG Emotion Recognition (2023)Multisource Associate Domain …Multi-view domain-adaptive representation learning for EEG-based emotion recognition (2023)Multi-view domain-adaptive re…Hybrid Network Using Dynamic Graph Convolution and Temporal Self-Attention for EEG-Based Emotion Recognition (2023)Hybrid Network Using Dynamic …EEG-based cross-subject emotion recognition using multi-source domain transfer learning (2023)EEG-based cross-subject emoti…The expression of the emotions in man and animals. (1872)A Coefficient of Agreement for Nominal Scales (1960)Emotion And Adaptation (1991)Facial Expression Analysis under Partial Occlusion (2018)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. 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(1980)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)A Concordance Correlation Coefficient to Evaluate Reproducibility (1989)Vocal communication of emotion: A review of research paradigms (2003)The Geneva Minimalistic Acoustic Parameter Set (GeMAPS) for Voice Research and Affective Computing (2015)Speech Emotion Recognition Using Deep Learning Techniques: A Review (2019)Speech emotion recognition: Emotional models, databases, features, preprocessing methods, supporting modalities, and classifiers (2019)Measures of emotion: A review (2009)Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)A Review of Emotion Recognition Using Physiological Signals (2018)Approximate entropy as a measure of system complexity. (1991)Human emotion recognition from EEG-based brain–computer interface using machine learning: a comprehensive review (2022)Progress on a cognitive-motivational-relational theory of emotion. (1991)An argument for basic emotions (1992)The Emerging Field of Emotion Regulation: An Integrative Review (1998)EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)EEG Based Emotion Recognition: A Tutorial and Review (2022)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)
this work references cited by second hop

References

  • 2008A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions2,797 cited
  • 2010Affect Detection: An Interdisciplinary Review of Models, Methods, and Their Applications1,892 cited
  • 2018EmotionMeter: A Multimodal Framework for Recognizing Human Emotions1,274 cited
  • 2017DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices1,142 cited
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  • 2017Identifying Stable Patterns over Time for Emotion Recognition from EEG995 cited
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  • 2017End-to-End Multimodal Emotion Recognition Using Deep Neural Networks749 cited
  • 2011Multimodal Emotion Recognition in Response to Videos723 cited
  • 2015Analysis of EEG Signals and Facial Expressions for Continuous Emotion Detection555 cited
  • 2018A Bi-Hemisphere Domain Adversarial Neural Network Model for EEG Emotion Recognition391 cited
  • 2011Emotion representation, analysis and synthesis in continuous space: A survey329 cited
  • 2016Emotion Recognition Using Multimodal Deep Learning301 cited
  • 2019Domain Adaptation for EEG Emotion Recognition Based on Latent Representation Similarity292 cited

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  • 2014A survey of affective brain computer interfaces: principles, state-of-the-art, and challenges283 cited
  • 2008Emotion recognition using brain activity270 cited
  • Cited by

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    • 2023Multi-view domain-adaptive representation learning for EEG-based emotion recognition91 cited
    • 2024A comprehensive review of deep learning in EEG-based emotion recognition: classifications, trends, and practical implications90 cited
    • 2023EEG-based cross-subject emotion recognition using multi-source domain transfer learning80 cited
    • 2025Advances in EEG-based emotion recognition: Challenges, methodologies, and future directions79 cited
    • 2023Hybrid Network Using Dynamic Graph Convolution and Temporal Self-Attention for EEG-Based Emotion Recognition61 cited
    • 2024Review and Perspectives on Human Emotion for Connected Automated Vehicles59 cited
    • 2024CFDA-CSF: A Multi-Modal Domain Adaptation Method for Cross-Subject Emotion Recognition46 cited
    • 2024Deep learning-based EEG emotion recognition: a comprehensive review39 cited
    • 2025A multi-domain constraint learning system inspired by adaptive cognitive graphs for emotion recognition37 cited
    • 2024Comprehensive Multisource Learning Network for Cross-Subject Multimodal Emotion Recognition35 cited