Multi-Source Domain Transfer Discriminative Dictionary Learning Modeling for Electroencephalogram-Based Emotion Recognition

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作者信息关键词期刊信息基础信息归属信息摘要

成果类型：

期刊论文

作者：

Gu, Xiaoqing;Cai, Weiwei;Gao, Ming;Jiang, Yizhang;Ning, Xin;...

通讯作者：

Jiang, YZ

作者机构：

[Gu, Xiaoqing] Changzhou Univ, Sch Comp Sci & Artificial Intelligence, Changzhou 213164, Jiangsu, Peoples R China.

[Cai, Weiwei] Cent South Univ Forestry & Technol, Sch Logist & Transportat, Changsha 410004, Peoples R China.

[Gao, Ming] Wuhan Sports Univ, Coll Sports Sci & Technol, Wuhan 430079, Peoples R China.

[Qian, Pengjiang; Jiang, Yizhang] Jiangnan Univ, Sch Artificial Intelligence & Comp Sci, Wuxi 214122, Jiangsu, Peoples R China.

[Ning, Xin] Chinese Acad Sci, Inst Semicond, Beijing 100083, Peoples R China.

通讯机构：

[Jiang, YZ ] J

Jiangnan Univ, Sch Artificial Intelligence & Comp Sci, Wuxi 214122, Jiangsu, Peoples R China.

语种：

英文

关键词：

Brain modeling;Electroencephalography;Machine learning;Emotion recognition;Transfer learning;Dictionaries;Computational modeling;Cognitive computing;dictionary learning;electroencephalogram (EEG);emotion recognition;transfer learning

期刊：

IEEE Transactions on Computational Social Systems

ISSN：

2329-924X

年：

2022

卷：

期：

页码：

1604-1612

DOI：

10.1109/TCSS.2022.3153660

基金类别：

10.13039/501100001809-National Natural Science Foundation of China (Grant Number: 62171203) Scientific Research Program of Education Department of Hubei Province (Grant Number: D20184101) Future Network Scientific Research Fund Project (Grant Number: FNSRFP-2021-YB-36) Science and Technology Project of Changzhou City (Grant Number: CE20215032)

机构署名：

本校为其他机构

院系归属：

交通运输与物流学院

摘要：

Cognitive computing is dedicated to researching a computing principle and method that can simulate the intelligence ability of human brain. Human emotion is the basic component of human cognitive activities. Electroencephalogram (EEG) computer signals obtained from a brain computer interface are difficult to conceal, and using machine learning methods to analyze EEG emotion is a hot topic in artificial intelligence. However, the EEG signal is non-stationary, making it difficult to select sufficient data from the same person to train a classifie...

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Multi-Source Domain Transfer Discriminative Dictionary Learning Modeling for Electroencephalogram-Based Emotion Recognition

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