Concepedia

A Transformer based neural network for emotion recognition and visualizations of crucial EEG channels

Jiayi Guo, Qing Cai, Jian-Peng An, Pei‐Yin Chen, Chao Ma, Jun-He Wan, Zhongke Gao

Physica A Statistical Mechanics and its Applications · 2022 · 84 citations · 40 references

Concepts

EngineeringElectrical EngineeringNeuroscienceComputational NeuroscienceElectrophysiologyNeural EngineeringBrain-computer InterfacesElectroencephalogram AnalysisElectroencephalogram Signal ProcessingElectroencephalographyEmotion RecognitionNeural Signal ProcessingEeg Feature ExtractionEeg Signal ProcessingElectroencephalogram ClassificationElectroencephalogram Signal AnalysisElectroencephalographic Pattern ClassificationNeural Network ModelingNeural Signal Classification

References

40

Neural Machine Translation by Jointly Learning to Align and Translate

Dzmitry Bahdanau · arXiv (Cornell University) · 2014 · 14.6K citations · Full text

Computing, Computer Science, Natural Language Processing +9

Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks

Wei‐Long Zheng, Bao‐Liang Lu · IEEE Transactions on Autonomous Mental Development · 2015 · 2.4K citations

Computing, Computer Science, Neuroscience +17

EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks

Tengfei Song, Wenming Zheng, Peng Song et al. · IEEE Transactions on Affective Computing · 2018 · 1.5K citations

Computing, Neuroscience, Feature Engineering +16

EEG analysis based on time domain properties

Bo Hjorth · Electroencephalography and Clinical Neurophysiology · 1970 · 1.5K citations

Engineering, Electrical Engineering, Neuroscience +14

EmotionMeter: A Multimodal Framework for Recognizing Human Emotions

Wei‐Long Zheng, Wei Liu, Bao‐Liang Lu et al. · IEEE Transactions on Cybernetics · 2018 · 1.2K citations

Engineering, Neuroscience, Eye Movements +14