KMS Of Academy of mathematics and systems sciences, CAS
Testing Association between Mixed Type Outcomes and Covariates Jointly by the Use of a Latent Variable | |
Zhu, Jiayan1,2,3; Zhang, Wei4; Li, Qizhai4![]() ![]() | |
2017-08-14 | |
Source Publication | SCIENTIFIC REPORTS
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ISSN | 2045-2322 |
Volume | 7Issue:8006Pages:10 |
Abstract | Multiple outcomes are often collected simultaneously in biomedical fields in order to identify whether a continuous response and an ordinal response are associated with some covariates simultaneously. Here we propose a joint statistical model by the use of a latent variable underlying the ordinal response. Asymptotic results are obtained and a jointly test is proposed for testing the continuous response and the ordinal response are associated with some covariates simultaneously. Extensive simulations and real data analysis results indicate more efficient performances of the proposed method than that of the combined p-values method. |
DOI | 10.1038/s41598-017-08371-6 |
Language | 英语 |
Funding Project | National Nature Science Foundation of China[11401240] ; National Nature Science Foundation of China[11471135] ; Chinese Academy of Sciences[XDB13040600] ; Special National Key Research and Development Plan[2016YFD0400206] |
WOS Research Area | Science & Technology - Other Topics |
WOS Subject | Multidisciplinary Sciences |
WOS ID | WOS:000407559100006 |
Publisher | NATURE PUBLISHING GROUP |
Citation statistics | |
Document Type | 期刊论文 |
Identifier | http://ir.amss.ac.cn/handle/2S8OKBNM/26298 |
Collection | 系统科学研究所 |
Affiliation | 1.Cent China Normal Univ, Sch Math & Stat, Wuhan 430079, Hubei, Peoples R China 2.Cent China Normal Univ, Hubei Key Lab Math Sci, Wuhan 430079, Hubei, Peoples R China 3.Wuhan Coll, Sch Informat & Commun, Wuhan 430212, Hubei, Peoples R China 4.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China 5.Cent China Normal Univ, Sch Math & Stat, Wuhan 430079, Hubei, Peoples R China 6.Cent China Normal Univ, Hubei Key Lab Math Sci, Wuhan 430079, Hubei, Peoples R China 7.Wuhan Coll, Sch Informat & Commun, Wuhan 430212, Hubei, Peoples R China 8.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China |
Recommended Citation GB/T 7714 | Zhu, Jiayan,Zhang, Wei,Li, Qizhai,et al. Testing Association between Mixed Type Outcomes and Covariates Jointly by the Use of a Latent Variable[J]. SCIENTIFIC REPORTS,2017,7(8006):10. |
APA | Zhu, Jiayan.,Zhang, Wei.,Li, Qizhai.,Li, Zhengbang.,Zhu, Jiayan.,...&Li, Zhengbang.(2017).Testing Association between Mixed Type Outcomes and Covariates Jointly by the Use of a Latent Variable.SCIENTIFIC REPORTS,7(8006),10. |
MLA | Zhu, Jiayan,et al."Testing Association between Mixed Type Outcomes and Covariates Jointly by the Use of a Latent Variable".SCIENTIFIC REPORTS 7.8006(2017):10. |
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