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논문 목록
Bi-hemisphere asymmetric attention network: recognizing emotion from EEG signals based on the transformer
저자
Xinyue Zhong; Yun Gu; Yutong Luo; Xiaomei Zeng; Guangyuan Liu
학술지명
Applied Intelligence
출판/발행연도
2022
주제
요약
본 연구는 뇌파 기반 감정 인식에서 트랜스포머 구조와 뇌의 감정 반응 비대칭성을 결합한 새로운 양반구 비대칭 어텐션 네트워크(Bi-AAN)를 제안합니다. Bi-AAN은 주파수 대역 간의 내부 어텐션과 양반구 간의 어텐션 차이를 포착하여 감정 표현력을 향상시키고, DEAP 및 DREAMER 데이터셋에서 최첨단 감정 인식 방법보다 우수한 성능을 보였습니다.
학술지 영향력
[Applied Intelligence]
- CiteScore
- 9.1
- ES
- 0.01955
- JCI
- 0.58
- JCR
- 3.5
- SJR
- 0.932
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