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Emotion recognition of CNN bidirectional long short-term memory with center and Softmax loss function (CNN-BiLSTM-CS) EEG -based

Published Online: 2025-08-22

Published Print: 2025-12

Authors

Zhang, Xiaodan

Wang, Shuyi

Li, Yige

Xu, Kemeng

Zhao, Rui

Wei, Wei
Funding

Funding for this research was provided by:

Natural Science Basic Research Program of Shaanxi province (2022JM-146)

National Natural Science Foundation of China (81901827)

Xi'an Beilin District Science and Technology Project (GX2404)
License Information

Text and Data Mining valid from 2025-08-22

Version of Record valid from 2025-08-22
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Article History

Received: 25 April 2025

Revised: 18 June 2025

Accepted: 8 August 2025

First Online: 22 August 2025

Declarations

:

: The data used in this research are DEAP dataset and SEED dataset, which are the public datasets.

: The authors declare no competing interests.

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