兰州大学机构库 >信息科学与工程学院
A multi-modal open dataset for mental-disorder analysis
2022-04-19
Source PublicationSCIENTIFIC DATA
Volume9Issue:1
AbstractAccording to the WHO, the number of mental disorder patients, especially depression patients, has overgrown and become a leading contributor to the global burden of disease. With the rising of tools such as artificial intelligence, using physiological data to explore new possible physiological indicators of mental disorder and creating new applications for mental disorder diagnosis has become a new research hot topic. We present a multi-modal open dataset for mental-disorder analysis. The dataset includes EEG and recordings of spoken language data from clinically depressed patients and matching normal controls, who were carefully diagnosed and selected by professional psychiatrists in hospitals. The EEG dataset includes data collected using a traditional 128-electrodes mounted elastic cap and a wearable 3-electrode EEG collector for pervasive computing applications. The 128-electrodes EEG signals of 53 participants were recorded as both in resting state and while doing the Dot probe tasks; the 3-electrode EEG signals of 55 participants were recorded in resting-state; the audio data of 52 participants were recorded during interviewing, reading, and picture description.
PublisherNATURE PORTFOLIO
DOI10.1038/s41597-022-01211-x
Indexed BySCIE
Language英语
WOS Research AreaScience & Technology - Other Topics
WOS SubjectMultidisciplinary Sciences
WOS IDWOS:000784969200007
Original Document TypeArticle
Citation statistics
Document Type期刊论文
Identifierhttps://ir.lzu.edu.cn/handle/262010/477328
Collection信息科学与工程学院
Affiliation1.Lanzhou Univ, Sch Informat Sci & Engn, Gansu Prov Key Lab Wearable Comp, Lanzhou, Peoples R China;
2.Chinese Acad Sci, CAS Ctr Excellence Brain Sci & Intelligence Techn, Shanghai Inst Biol Sci, Shanghai, Peoples R China;
3.Chinese Acad Sci, Joint Res Ctr Cognit Neurosensor Technol Lanzhou, Lanzhou, Peoples R China;
4.Lanzhou Univ, Minist Educ, Open Source Software & Real Time Syst, Lanzhou, Peoples R China;
5.Chinese Acad Sci, Shenzhen Inst Adv Technol, Shenzhen, Peoples R China;
6.Lanzhou Univ, Hosp 2, Lanzhou, Peoples R China
First Author AffilicationSchool of Information Science and Engineering
Recommended Citation
GB/T 7714
Cai, Hanshu,Yuan, Zhenqin,Gao, Yiwen,et al. A multi-modal open dataset for mental-disorder analysis[J]. SCIENTIFIC DATA,2022,9(1).
APA Cai, Hanshu.,Yuan, Zhenqin.,Gao, Yiwen.,Sun, Shuting.,Li, Na.,...&Hu, Bin.(2022).A multi-modal open dataset for mental-disorder analysis.SCIENTIFIC DATA,9(1).
MLA Cai, Hanshu,et al."A multi-modal open dataset for mental-disorder analysis".SCIENTIFIC DATA 9.1(2022).
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