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Emotion Recognition with Machine Learning Using EEG Signals

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References

2011DEAP: A Database for Emotion Analysis ;Using Physiological Signals5,082 cited
2013Differential entropy feature for EEG-based emotion classification1,215 cited
2016Wavelet-based emotion recognition system using EEG signal363 cited
2016Emotion recognition from multi-channel EEG data through Convolutional Recurrent Neural Network307 cited
2018Using Deep Convolutional Neural Network for Emotion Detection on a Physiological Signals Dataset (AMIGOS)289 cited
2011EEG-Based Emotion Recognition Using Frequency Domain Features and Support Vector Machines273 cited
2008Emotion recognition using brain activity270 cited
2014Emotion recognition based on the sample entropy of EEG206 cited

Cited by

2020Machine-Learning-Based Emotion Recognition System Using EEG Signals128 cited
2023Self-Supervised EEG Emotion Recognition Models Based on CNN110 cited
2020EEG-based emotion recognition with deep convolutional neural networks101 cited
2021EEG-Based Emotion Recognition via Neural Architecture Search81 cited
2023A Fuzzy Ensemble-Based Deep learning Model for EEG-Based Emotion Recognition81 cited
2021Real-Time Emotion Classification Using EEG Data Stream in E-Learning Contexts72 cited

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2023Brain Emotion Perception Inspired EEG Emotion Recognition With Deep Reinforcement Learning71 cited

2022Using Facial Micro-Expressions in Combination With EEG and Physiological Signals for Emotion Recognition69 cited

2022An EEG Data Processing Approach for Emotion Recognition64 cited

2022Siam-GCAN: A Siamese Graph Convolutional Attention Network for EEG Emotion Recognition49 cited

2022Emotion Recognition Using a Reduced Set of EEG Channels Based on Holographic Feature Maps45 cited

2023Emotion Recognition via Multiscale Feature Fusion Network and Attention Mechanism42 cited

2023ASTDF-Net: Attention-Based Spatial-Temporal Dual-Stream Fusion Network for EEG-Based Emotion Recognition42 cited