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WGAN Domain Adaptation for EEG-Based Emotion Recognition
9 references·16 citing·39 second hop
WGAN Domain Adaptation for EEG-Based Emotion Recognition (2018)WGAN Domain Adaptation for EEG-Based Emot…Emotions Recognition Using EEG Signals: A Survey (2017)Emotions Recognition Using EE…Personalizing EEG-based affective models with transfer learning (2016)Personalizing EEG-based affec…Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)Investigating Critical Freque…Combining eye movements and EEG to enhance emotion recognition (2015)Combining eye movements and E…We are not All Equal (2014)We are not All EqualA survey of affective brain computer interfaces: principles, state-of-the-art, and challenges (2014)A survey of affective brain c…Emotional state classification from EEG data using machine learning approach (2013)Emotional state classificatio…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 …Toward cross-subject and cross-session generalization in EEG-based emotion recognition: Systematic review, taxonomy, and methods (2024)Toward cross-subject and cros…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…Multi-source Selective Graph Domain Adaptation Network for cross-subject EEG emotion recognition (2024)Multi-source Selective Graph …EEGMatch: Learning With Incomplete Labels for Semisupervised EEG-Based Cross-Subject Emotion Recognition (2024)EEGMatch: Learning With Incom…CFDA-CSF: A Multi-Modal Domain Adaptation Method for Cross-Subject Emotion Recognition (2024)CFDA-CSF: A Multi-Modal Domai…Learning a robust unified domain adaptation framework for cross-subject EEG-based emotion recognition (2023)Learning a robust unified dom…EEG-based cross-subject emotion recognition using multi-source domain transfer learning (2023)EEG-based cross-subject emoti…Cross-Subject EEG-Based Emotion Recognition via Semisupervised Multisource Joint Distribution Adaptation (2023)Cross-Subject EEG-Based Emoti…Adaptive Spatial–Temporal Aware Graph Learning for EEG-Based Emotion Recognition (2023)Adaptive Spatial–Temporal Awa…TMLP+SRDANN: A domain adaptation method for EEG-based emotion recognition (2022)TMLP+SRDANN: A domain adaptat…Multisource Wasserstein Adaptation Coding Network for EEG emotion recognition (2022)Multisource Wasserstein Adapt…DAGAM: a domain adversarial graph attention model for subject-independent EEG-based emotion recognition (2022)DAGAM: a domain adversarial g…Affect recognition from scalp-EEG using channel-wise encoder networks coupled with geometric deep learning and multi-channel feature fusion (2022)Affect recognition from scalp…Two-Level Domain Adaptation Neural Network for EEG-Based Emotion Recognition (2021)Two-Level Domain Adaptation N…Latent Factor Decoding of Multi-Channel EEG for Emotion Recognition Through Autoencoder-Like Neural Networks (2020)Latent Factor Decoding of Mul…A revised version of the psychoticism scale (1985)Personality and Individual Differences (1985)Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks (2018)EmotionMeter: A Multimodal Framework for Recognizing Human Emotions (2018)Emotion recognition in human-computer interaction (2001)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)A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions (2008)Social signal processing: Survey of an emerging domain (2008)The Extended Cohn-Kanade Dataset (CK+): A complete dataset for action unit and emotion-specified expression (2010)A prototype-based SPD matrix network for domain adaptation EEG emotion recognition (2020)Can Emotion Be Transferred?—A Review on Transfer Learning for EEG-Based Emotion Recognition (2021)Cross-Subject EEG Emotion Recognition With Self-Organized Graph Neural Network (2021)The nature of emotion: Fundamental questions. (1994)EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)Comparing Recognition Performance and Robustness of Multimodal Deep Learning Models for Multimodal Emotion Recognition (2022)EEG Based Emotion Recognition: A Tutorial and Review (2022)The Cognitive Structure of Emotions (1988)EEG Data Augmentation for Emotion Recognition Using a Conditional Wasserstein GAN (2018)EEG-based emotion recognition using 4D convolutional recurrent neural network (2020)Investigating EEG-based functional connectivity patterns for multimodal emotion recognition (2022)Affect Detection: An Interdisciplinary Review of Models, Methods, and Their Applications (2010)Multimodal Emotion Recognition Using Deep Neural Networks (2017)A Survey of Automatic Facial Micro-Expression Analysis: Databases, Methods, and Challenges (2018)A systematic survey on multimodal emotion recognition using learning algorithms (2023)Feature Extraction and Selection for Emotion Recognition from EEG (2014)A Novel Neural Network Model based on Cerebral Hemispheric Asymmetry for EEG Emotion Recognition (2018)EEG-Based Emotion Classification Using Spiking Neural Networks (2020)Plug-and-Play Domain Adaptation for Cross-Subject EEG-based Emotion Recognition (2021)International affective picture system (IAPS) : affective ratings of pictures and instruction manual (2005)EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)Capsule neural networks on spatio-temporal EEG frames for cross-subject emotion recognition (2021)Dual-Encoder VAE-GAN With Spatiotemporal Features for Emotional EEG Data Augmentation (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
  • 2013Differential entropy feature for EEG-based emotion classification1,215 cited
  • 2017Emotions Recognition Using EEG Signals: A Survey1,199 cited
  • 2013Emotional state classification from EEG data using machine learning approach757 cited
  • 2014A survey of affective brain computer interfaces: principles, state-of-the-art, and challenges283 cited
  • 2015Combining eye movements and EEG to enhance emotion recognition185 cited
  • 2016Personalizing EEG-based affective models with transfer learning167 cited
  • 2014We are not All Equal129 cited

Cited by

  • 2021Two-Level Domain Adaptation Neural Network for EEG-Based Emotion Recognition89 cited
  • 2023EEG-based cross-subject emotion recognition using multi-source domain transfer learning80 cited
  • 2020Latent Factor Decoding of Multi-Channel EEG for Emotion Recognition Through Autoencoder-Like Neural Networks67 cited
  • 2023Learning a robust unified domain adaptation framework for cross-subject EEG-based emotion recognition67 cited
  • 2024Research Progress of EEG-Based Emotion Recognition: A Survey

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67 cited
  • 2024Toward cross-subject and cross-session generalization in EEG-based emotion recognition: Systematic review, taxonomy, and methods61 cited
  • 2022TMLP+SRDANN: A domain adaptation method for EEG-based emotion recognition60 cited
  • 2022DAGAM: a domain adversarial graph attention model for subject-independent EEG-based emotion recognition56 cited
  • 2024Semi-Supervised Dual-Stream Self-Attentive Adversarial Graph Contrastive Learning for Cross-Subject EEG-Based Emotion Recognition55 cited
  • 2022Affect recognition from scalp-EEG using channel-wise encoder networks coupled with geometric deep learning and multi-channel feature fusion53 cited
  • 2023Cross-Subject EEG-Based Emotion Recognition via Semisupervised Multisource Joint Distribution Adaptation49 cited
  • 2024Multi-source Selective Graph Domain Adaptation Network for cross-subject EEG emotion recognition48 cited
  • 2022Multisource Wasserstein Adaptation Coding Network for EEG emotion recognition46 cited
  • 2024CFDA-CSF: A Multi-Modal Domain Adaptation Method for Cross-Subject Emotion Recognition46 cited
  • 2023Adaptive Spatial–Temporal Aware Graph Learning for EEG-Based Emotion Recognition44 cited
  • 2024EEGMatch: Learning With Incomplete Labels for Semisupervised EEG-Based Cross-Subject Emotion Recognition42 cited