Multi-Modal Domain Adaptation Variational Autoencoder for EEG-Based Emotion Recognition

doi:10.1109/JAS.2022.105515

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	Multi-Modal Domain Adaptation Variational Autoencoder for EEG-Based Emotion Recognition
	Yixin Wang; Shuang Qiu; Dan Li; Changde Du; Bao-Liang Lu; Huiguang He
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2022
卷号	9 期号:9 页码:1612-1626
摘要	Traditional electroencephalograph (EEG)-based emotion recognition requires a large number of calibration samples to build a model for a specific subject, which restricts the application of the affective brain computer interface (BCI) in practice. We attempt to use the multi-modal data from the past session to realize emotion recognition in the case of a small amount of calibration samples. To solve this problem, we propose a multi-modal domain adaptive variational autoencoder (MMDA-VAE) method, which learns shared cross-domain latent representations of the multi-modal data. Our method builds a multi-modal variational autoencoder (MVAE) to project the data of multiple modalities into a common space. Through adversarial learning and cycle-consistency regularization, our method can reduce the distribution difference of each domain on the shared latent representation layer and realize the transfer of knowledge. Extensive experiments are conducted on two public datasets, SEED and SEED-IV, and the results show the superiority of our proposed method. Our work can effectively improve the performance of emotion recognition with a small amount of labelled multi-modal data.
关键词	Cycle-consistency domain adaptation electroencephalograph (EEG) multi modality variational autoencoder
DOI	10.1109/JAS.2022.105515
引用统计	被引频次：28[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/49677
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Yixin Wang,Shuang Qiu,Dan Li,et al. Multi-Modal Domain Adaptation Variational Autoencoder for EEG-Based Emotion Recognition[J]. IEEE/CAA Journal of Automatica Sinica,2022,9(9):1612-1626.
APA	Yixin Wang,Shuang Qiu,Dan Li,Changde Du,Bao-Liang Lu,&Huiguang He.(2022).Multi-Modal Domain Adaptation Variational Autoencoder for EEG-Based Emotion Recognition.IEEE/CAA Journal of Automatica Sinica,9(9),1612-1626.
MLA	Yixin Wang,et al."Multi-Modal Domain Adaptation Variational Autoencoder for EEG-Based Emotion Recognition".IEEE/CAA Journal of Automatica Sinica 9.9(2022):1612-1626.

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