CSpace  > 中国科学院计算技术研究所期刊论文  > 英文
Predicting human contacts through alternating direction method of multipliers
Huang, Chunlin1; Bu, Dongbo2,3
2019-07-01
发表期刊INTERNATIONAL JOURNAL OF MODERN PHYSICS C
ISSN0129-1831
卷号30期号:7页码:18
摘要Transmission of respiratory infectious diseases depends greatly on human close-proximity contacts, making thorough understanding of current and upcoming contacts essential for epidemic containment. Although different devices and software have been developed for contact data collection, there are few effective methods for contact prediction available in the near future as far as the authors know. In this study, we propose an approach to predict human contacts. We first extract human features together with their significances from the human contacts through alternating direction method of multipliers (ADMM), then predict future significances based on periodicity of contacts, and finally construct future contacts from human features and future significances. With the help of contact data collected in a Chinese University, we compare this approach with a trivial method of directly averaging known contacts. The comparison shows that our approach generates contacts deviating less from the true ones.
关键词Human contact prediction alternating direction method of multipliers periodicity
DOI10.1142/S012918311940014X
收录类别SCI
语种英语
资助项目Foundation for Young Scientists of National Computer Network Emergency Response Technical Team/Coordination Center of China[2018Q05] ; Foundation for Young Scientists of National Computer Network Emergency Response Technical Team/Coordination Center of China[2019Q23] ; National Key Research and Development Program of China[2018YFC0910405] ; National Natural Science Foundation of China[31671369] ; National Natural Science Foundation of China[31770775] ; National Natural Science Foundation of China[61601458] ; National Natural Science Foundation of China[31270834] ; National Natural Science Foundation of China[61272318] ; National Natural Science Foundation of China[11175224] ; National Natural Science Foundation of China[11121403] ; National Natural Science Foundation of China[3127090]
WOS研究方向Computer Science ; Physics
WOS类目Computer Science, Interdisciplinary Applications ; Physics, Mathematical
WOS记录号WOS:000481900000015
出版者WORLD SCIENTIFIC PUBL CO PTE LTD
引用统计
被引频次:2[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/4446
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Bu, Dongbo
作者单位1.Coordinat Ctr China, Natl Comp Network Emergency Response Tech Team, Beijing 100029, Peoples R China
2.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China
3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
推荐引用方式
GB/T 7714
Huang, Chunlin,Bu, Dongbo. Predicting human contacts through alternating direction method of multipliers[J]. INTERNATIONAL JOURNAL OF MODERN PHYSICS C,2019,30(7):18.
APA Huang, Chunlin,&Bu, Dongbo.(2019).Predicting human contacts through alternating direction method of multipliers.INTERNATIONAL JOURNAL OF MODERN PHYSICS C,30(7),18.
MLA Huang, Chunlin,et al."Predicting human contacts through alternating direction method of multipliers".INTERNATIONAL JOURNAL OF MODERN PHYSICS C 30.7(2019):18.
条目包含的文件
条目无相关文件。
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Huang, Chunlin]的文章
[Bu, Dongbo]的文章
百度学术
百度学术中相似的文章
[Huang, Chunlin]的文章
[Bu, Dongbo]的文章
必应学术
必应学术中相似的文章
[Huang, Chunlin]的文章
[Bu, Dongbo]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。