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EEG-Based Emotion Classification Using a Deep Neural Network and Sparse Autoencoder

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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
2009Emotion Recognition From EEG Using Higher Order Crossings687 cited
2011ECG Pattern Analysis for Emotion Detection476 cited
2009Emotion classification based on gamma-band EEG413 cited
2011EEG-based emotion recognition during watching movies375 cited
2014EEG-based emotion classification using deep belief networks367 cited
2017Real-Time Movie-Induced Discrete Emotion Recognition from EEG Signals357 cited
2016Multichannel EEG-Based Emotion Recognition via Group Sparse Canonical Correlation Analysis303 cited

Cited by

2022EEG-based emotion recognition using hybrid CNN and LSTM classification187 cited
2022CNN and LSTM based ensemble learning for human emotion recognition using EEG recordings177 cited
2021Review on Emotion Recognition Based on Electroencephalography161 cited
2022GANSER: A Self-Supervised Data Augmentation Framework for EEG-Based Emotion Recognition154 cited
2022Subject independent emotion recognition using EEG signals employing attention driven neural networks137 cited

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2022Emotion recognition from EEG based on multi-task learning with capsule network and attention mechanism133 cited

2023GLFANet: A global to local feature aggregation network for EEG emotion recognition116 cited

2022Classification of Contrasting Discrete Emotional States Indicated by EEG Based Graph Theoretical Network Measures112 cited

2022Emotion Recognition from EEG Signals Using Recurrent Neural Networks104 cited

2021Exploring Deep Learning Features for Automatic Classification of Human Emotion Using EEG Rhythms103 cited

2021EEG-Based Emotion Recognition via Neural Architecture Search81 cited

2021Introducing Attention Mechanism for EEG Signals: Emotion Recognition with Vision Transformers80 cited

2021EEG-based detection of emotional valence towards a reproducible measurement of emotions66 cited

2024Emotion Classification Based on Transformer and CNN for EEG Spatial–Temporal Feature Learning61 cited

2024Developing an EEG-Based Emotion Recognition Using Ensemble Deep Learning Methods and Fusion of Brain Effective Connectivity Maps59 cited

2022A multiple frequency bands parallel spatial–temporal 3D deep residual learning framework for EEG-based emotion recognition58 cited