Domain Adaptation for EEG Emotion Recognition Based on Latent Representation Similarity

IEEE Transactions on Cognitive and Developmental Systems(2020)

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摘要
Emotion recognition has many potential applications in the real world. Among the many emotion recognition methods, electroencephalogram (EEG) shows advantage in reliability and accuracy. However, the individual differences of EEG limit the generalization of emotion classifiers across subjects. Moreover, due to the nonstationary characteristic of EEG, the signals of one subject change over time, wh...
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关键词
Electroencephalography,Brain modeling,Emotion recognition,Adaptation models,Training,Feature extraction,Neural networks
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