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Enhanced cross-dataset electroencephalogram-based emotion recognition using unsupervised domain adaptation
16 references·0 citing·34 second hopsampled
Enhanced cross-dataset electroencephalogram-based emotion recognition using unsupervised domain adaptation (2024)Enhanced cross-dataset electroencephalogr…EEG emotion recognition using improved graph neural network with channel selection (2023)EEG emotion recognition using…EEG Based Emotion Recognition: A Tutorial and Review (2022)EEG Based Emotion Recognition…Dynamic Domain Adaptation for Class-Aware Cross-Subject and Cross-Session EEG Emotion Recognition (2022)Dynamic Domain Adaptation for…Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition (2022)Contrastive Learning of Subje…MS-MDA: Multisource Marginal Distribution Adaptation for Cross-Subject and Cross-Session EEG Emotion Recognition (2021)MS-MDA: Multisource Marginal …An adversarial discriminative temporal convolutional network for EEG-based cross-domain emotion recognition (2021)An adversarial discriminative…Expression-EEG Based Collaborative Multimodal Emotion Recognition Using Deep AutoEncoder (2020)Expression-EEG Based Collabor…Emotion recognition from EEG signals using empirical mode decomposition and second-order difference plot (2020)Emotion recognition from EEG …A prototype-based SPD matrix network for domain adaptation EEG emotion recognition (2020)A prototype-based SPD matrix …A comparative analysis of machine learning methods for emotion recognition using EEG and peripheral physiological signals (2020)A comparative analysis of mac…Domain Adaptation for EEG Emotion Recognition Based on Latent Representation Similarity (2019)Domain Adaptation for EEG Emo…Emotion recognition from multichannel EEG signals using K-nearest neighbor classification (2018)Emotion recognition from mult…Domain Adaptation Techniques for EEG-Based Emotion Recognition: A Comparative Study on Two Public Datasets (2018)Domain Adaptation Techniques …Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)Investigating Critical Freque…Emotion Recognition and Its Applications (2014)Emotion Recognition and Its A…DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …A revised version of the psychoticism scale (1985)Personality and Individual Differences (1985)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)Toward machine emotional intelligence: analysis of affective physiological state (2001)EEG-Based BCI Emotion Recognition: A Survey (2020)Investigating the Use of Pretrained Convolutional Neural Network on Cross-Subject and Cross-Dataset EEG Emotion Recognition (2020)Emotion recognition based on EEG feature maps through deep learning network (2021)Emotional state classification from EEG data using machine learning approach (2013)Improving BCI-based emotion recognition by combining EEG feature selection and kernel classifiers (2015)A survey of machine learning techniques in physiology based mental stress detection systems (2019)Comparison of different feature extraction methods for EEG-based emotion recognition (2020)Recognition of human emotions using EEG signals: A review (2021)Emotion recognition in human-computer interaction (2001)A Channel-Fused Dense Convolutional Network for EEG-Based Emotion Recognition (2020)Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks (2018)Ensemble Machine Learning-Based Affective Computing for Emotion Recognition Using Dual-Decomposed EEG Signals (2021)Classification of Contrasting Discrete Emotional States Indicated by EEG Based Graph Theoretical Network Measures (2022)EmotionMeter: A Multimodal Framework for Recognizing Human Emotions (2018)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)The nature of emotion: Fundamental questions. (1994)A Large Finer-grained Affective Computing EEG Dataset (2023)DA-CapsNet: A multi-branch capsule network based on adversarial domain adaption for cross-subject EEG emotion recognition (2023)Self‐training maximum classifier discrepancy for EEG emotion recognition (2023)Emotion recognition in EEG signals using deep learning methods: A review (2023)Multimodal Emotion Recognition with Deep Learning: Advancements, challenges, and future directions (2023)From Neural Networks to Emotional Networks: A Systematic Review of EEG-Based Emotion Recognition in Cognitive Neuroscience and Real-World Applications (2025)A comprehensive review of deep learning in EEG-based emotion recognition: classifications, trends, and practical implications (2024)GDDN: Graph Domain Disentanglement Network for Generalizable EEG Emotion Recognition (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
  • 2022EEG Based Emotion Recognition: A Tutorial and Review505 cited
  • 2018Domain Adaptation Techniques for EEG-Based Emotion Recognition: A Comparative Study on Two Public Datasets359 cited
  • 2022Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition300 cited
  • 2019Domain Adaptation for EEG Emotion Recognition Based on Latent Representation Similarity292 cited
  • 2018Emotion recognition from multichannel EEG signals using K-nearest neighbor classification230 cited
  • 2021MS-MDA: Multisource Marginal Distribution Adaptation for Cross-Subject and Cross-Session EEG Emotion Recognition228 cited
  • 2022Dynamic Domain Adaptation for Class-Aware Cross-Subject and Cross-Session EEG Emotion Recognition169 cited
  • 2020A comparative analysis of machine learning methods for emotion recognition using EEG and peripheral physiological signals161 cited
  • 2014Emotion Recognition and Its Applications155 cited
  • 2020Emotion recognition from EEG signals using empirical mode decomposition and second-order difference plot130 cited
  • 2020Expression-EEG Based Collaborative Multimodal Emotion Recognition Using Deep AutoEncoder122 cited

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2023
EEG emotion recognition using improved graph neural network with channel selection
119 cited
  • 2020A prototype-based SPD matrix network for domain adaptation EEG emotion recognition117 cited
  • 2021An adversarial discriminative temporal convolutional network for EEG-based cross-domain emotion recognition111 cited
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