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EEG-based emotion classification using deep belief networks

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2010Affect Detection: An Interdisciplinary Review of Models, Methods, and Their Applications1,892 cited
2013Differential entropy feature for EEG-based emotion classification1,215 cited
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2011Multimodal Emotion Recognition in Response to Videos723 cited
2009Emotion classification based on gamma-band EEG413 cited

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2014Multimodal emotion recognition using EEG and eye tracking data230 cited
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2020Multi-channel EEG-based emotion recognition via a multi-level features guided capsule network220 cited
2022Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model

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217 cited

2021EEG-based emotion recognition: Review of commercial EEG devices and machine learning techniques209 cited

2022CNN and LSTM based ensemble learning for human emotion recognition using EEG recordings177 cited

2020SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition166 cited

2017Respiration-based emotion recognition with deep learning152 cited

2024Role of machine learning and deep learning techniques in EEG-based BCI emotion recognition system: a review148 cited

2017EEG-Based Emotion Recognition Using Hierarchical Network With Subnetwork Nodes141 cited

2022A Dual-Branch Dynamic Graph Convolution Based Adaptive TransFormer Feature Fusion Network for EEG Emotion Recognition135 cited