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PL-DCP: A pairwise learning framework with domain and class prototypes for EEG emotion recognition under unseen target conditions | Synapse
March 3, 2026
PL-DCP: A pairwise learning framework with domain and class prototypes for EEG emotion recognition under unseen target conditions
GL
Guangli Li
Shanghai Zhangjiang Laboratory
CW
Canbiao Wu
Hunan University of Technology
TS
Tuo Sun
Tongji University
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Key Points
Emotion recognition is enhanced using a pairwise learning framework, focusing on domain and class prototypes for improved accuracy.
The proposed method utilizes EEG signals, achieving detection rates that indicate significant potential across different conditions.
Assessment using a pairwise learning framework aims to improve emotion recognition in scenarios not previously encountered.
May enable more accurate emotion analysis in diverse settings, highlighting the need for further exploration of unseen target conditions.
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Li et al. (Wed,) studied this question.
synapsesocial.com/papers/69a75c1ac6e9836116a2492e
https://doi.org/https://doi.org/10.1016/j.neucom.2026.132881
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