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EEG2Vec: Learning Affective EEG Representations via Variational Autoencoders
16 references·0 citing·31 second hop
EEG2Vec: Learning Affective EEG Representations via Variational Autoencoders (2022)EEG2Vec: Learning Affective EEG Represent…Progress in Brain Computer Interface: Challenges and Opportunities (2021)Progress in Brain Computer In…EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)EEG-Based Emotion Recognition…Data augmentation for enhancing EEG-based emotion recognition with deep generative models (2020)Data augmentation for enhanci…Interpretable Emotion Recognition Using EEG Signals (2019)Interpretable Emotion Recogni…From Regional to Global Brain: A Novel Hierarchical Spatial-Temporal Neural Network Model for EEG Emotion Recognition (2019)From Regional to Global Brain…EmotionMeter: A Multimodal Framework for Recognizing Human Emotions (2018)EmotionMeter: A Multimodal Fr…EEG Data Augmentation for Emotion Recognition Using a Conditional Wasserstein GAN (2018)EEG Data Augmentation for Emo…AMIGOS: A Dataset for Affect, Personality and Mood Research on Individuals and Groups (2018)AMIGOS: A Dataset for Affect,…A Bi-Hemisphere Domain Adversarial Neural Network Model for EEG Emotion Recognition (2018)A Bi-Hemisphere Domain Advers…Review and Classification of Emotion Recognition Based on EEG Brain-Computer Interface System Research: A Systematic Review (2017)Review and Classification of …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…Investigation of window size in classification of EEG-emotion signal with wavelet entropy and support vector machine (2015)Investigation of window size …Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)Investigating Critical Freque…DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …EEG-Based Emotion Recognition in Music Listening (2010)EEG-Based Emotion Recognition…A revised version of the psychoticism scale (1985)Personality and Individual Differences (1985)Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)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)Emotion recognition based on physiological changes in music listening (2008)A Review of Emotion Recognition Using Physiological Signals (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. (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)A systematic review on affective computing: emotion models, databases, and recent advances (2022)Coefficient Alpha and the Internal Structure of Tests (1951)TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition (2022)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks (2018)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)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)EEG Based Emotion Recognition: A Tutorial and Review (2022)Neuro-Gerontechnologies: Applications and Opportunities (2022)Machine learning in biosignals processing for mental health: A narrative review (2023)Progress in neurorehabilitation research and the support by the National Natural Science Foundation of China from 2010 to 2022 (2023)
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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
  • 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
  • 2010EEG-Based Emotion Recognition in Music Listening1,023 cited
  • 2020EEG-Based Emotion Recognition Using Regularized Graph Neural Networks914 cited
  • 2018AMIGOS: A Dataset for Affect, Personality and Mood Research on Individuals and Groups717 cited
  • 2021Progress in Brain Computer Interface: Challenges and Opportunities395 cited
  • 2018A Bi-Hemisphere Domain Adversarial Neural Network Model for EEG Emotion Recognition391 cited
  • 2019From Regional to Global Brain: A Novel Hierarchical Spatial-Temporal Neural Network Model for EEG Emotion Recognition316 cited
  • 2016Emotion Recognition Using Multimodal Deep Learning301 cited
  • 2017Review and Classification of Emotion Recognition Based on EEG Brain-Computer Interface System Research: A Systematic Review301 cited
  • 2018EEG Data Augmentation for Emotion Recognition Using a Conditional Wasserstein GAN228 cited
  • 2015Investigation of window size in classification of EEG-emotion signal with wavelet entropy and support vector machine

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173 cited
  • 2019Interpretable Emotion Recognition Using EEG Signals162 cited
  • 2020Data augmentation for enhancing EEG-based emotion recognition with deep generative models162 cited
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