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Real-Time Emotion Classification Using EEG Data Stream in E-Learning Contexts
16 references·0 citing·46 second hop
Real-Time Emotion Classification Using EEG Data Stream in E-Learning Contexts (2021)Real-Time Emotion Classification Using EE…Machine-Learning-Based Emotion Recognition System Using EEG Signals (2020)Machine-Learning-Based Emotio…Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review (2020)Emotion recognition using mul…SAE+LSTM: A New Framework for Emotion Recognition From Multi-Channel EEG (2019)SAE+LSTM: A New Framework for…A Multi-Column CNN Model for Emotion Recognition from EEG Signals (2019)A Multi-Column CNN Model for …Emotion Recognition with Machine Learning Using EEG Signals (2018)Emotion Recognition with Mach…EEG-Based Emotion Recognition using 3D Convolutional Neural Networks (2018)EEG-Based Emotion Recognition…Emotion Recognition based on EEG using LSTM Recurrent Neural Network (2017)Emotion Recognition based on …Student Emotion Recognition System (SERS) for e-learning Improvement Based on Learner Concentration Metric (2016)Student Emotion Recognition S…Towards multimodal emotion recognition in e-learning environments (2014)Towards multimodal emotion re…Emotional design in multimedia learning: Differentiation on relevant design features and their effects on emotions and learning (2014)Emotional design in multimedi…DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …Extracting moods from pictures and sounds: towards truly personalized TV (2006)Extracting moods from picture…The Impact of Emotions on Learning and Achievement: Towards a Theory of Cognitive/Motivational Mediators (1992)The Impact of Emotions on Lea…An argument for basic emotions (1992)An argument for basic emotionsToward a consensual structure of mood. 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A meta-analysis on facial anthropomorphisms and pleasant colors during multimedia learning (2018)A survey of emotion recognition methods with emphasis on E-Learning environments (2019)Meta-Analysis of Emotional Designs in Multimedia Learning: A Replication and Extension Study (2020)Emotion recognition based on physiological changes in music listening (2008)A Hierarchical Bidirectional GRU Model With Attention for EEG-Based Emotion Classification (2019)Accurate EEG-Based Emotion Recognition on Combined Features Using Deep Convolutional Neural Networks (2019)Emotion Recognition From Multi-Channel EEG via Deep Forest (2020)EEG-Based Emotion Recognition in Music Listening (2010)Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)Investigating the Use of Pretrained Convolutional Neural Network on Cross-Subject and Cross-Dataset EEG Emotion Recognition (2020)Investigating EEG-based functional connectivity patterns for multimodal emotion recognition (2022)Emotion recognition in EEG signals using deep learning methods: A review (2023)Approximate entropy as a measure of system complexity. 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References

  • 1992An argument for basic emotions9,642 cited
  • 2011DEAP: A Database for Emotion Analysis ;Using Physiological Signals5,082 cited
  • 1985Toward a consensual structure of mood.4,370 cited
  • 1954Three dimensions of emotion.1,059 cited
  • 2020Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review804 cited
  • 1992The Impact of Emotions on Learning and Achievement: Towards a Theory of Cognitive/Motivational Mediators691 cited
  • 2017Emotion Recognition based on EEG using LSTM Recurrent Neural Network653 cited
  • 2019SAE+LSTM: A New Framework for Emotion Recognition From Multi-Channel EEG269 cited
  • 2018EEG-Based Emotion Recognition using 3D Convolutional Neural Networks251 cited
  • 2014Emotional design in multimedia learning: Differentiation on relevant design features and their effects on emotions and learning235 cited
  • 2006Extracting moods from pictures and sounds: towards truly personalized TV227 cited
  • 2019A Multi-Column CNN Model for Emotion Recognition from EEG Signals177 cited
  • 2016Student Emotion Recognition System (SERS) for e-learning Improvement Based on Learner Concentration Metric166 cited
  • 2018Emotion Recognition with Machine Learning Using EEG Signals147 cited

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2014
Towards multimodal emotion recognition in e-learning environments
137 cited
  • 2020Machine-Learning-Based Emotion Recognition System Using EEG Signals128 cited
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