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; Li, Zhengbang1,2; Zhu, Jiayan5,6,7; Zhang, Wei8; Li, Qizhai8; Li, Zhengbang5,6 | |
2017-08-14 | |
发表期刊 | SCIENTIFIC REPORTS |
ISSN | 2045-2322 |
卷号 | 7期号:8006页码:10 |
摘要 | 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 |
语种 | 英语 |
资助项目 | 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研究方向 | Science & Technology - Other Topics |
WOS类目 | Multidisciplinary Sciences |
WOS记录号 | WOS:000407559100006 |
出版者 | NATURE PUBLISHING GROUP |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/26298 |
专题 | 系统科学研究所 |
作者单位 | 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 |
推荐引用方式 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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s41598-017-08371-6.p(2766KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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