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Multivariate Correlation Entropy and Law Discovery in Large Data Sets

文献类型：期刊论文

作者Wang, Jianji1; Zheng, Nanning1; Chen, Badong1; Chen, Pei1; Chen, Shitao1; Liu, Ziyi1; Wang, Fei-Yue2; Xi, Bao2
刊名IEEE INTELLIGENT SYSTEMS
出版日期2018-09-01
卷号33期号:5页码:47-54
ISSN号1541-1672
通讯作者Wang, Jianji()
英文摘要Over the past several centuries, many important natural laws have been discovered by scientists, which have not only changed our viewpoints about nature but also affected our lives significantly. Today, automatic discovery of meaningful laws from data beyond two variables becomes an important task of our time. Here, we propose two multivariate correlation measures, namely, the multivariate correlation entropy (MCE) and the multivariate incorrelation entropy (MIE), which can be used to measure the strength of the correlation among multiple variables. Using MIE makes it possible to directly detect linear relations existing in large data sets. In addition, more complicated nonlinear multivariate laws can be discovered using a function dictionary.
资助项目National Key Research and Development Program of China[2016YFB1000903] ; National Natural Science Foundation of China[61231018] ; National Natural Science Foundation of China[61401351] ; National Natural Science Foundation of China[61533019] ; National Natural Science Foundation of China[71232006]
WOS研究方向Computer Science ; Engineering
语种英语
WOS记录号WOS:000455183800006
出版者IEEE COMPUTER SOC
资助机构National Key Research and Development Program of China ; National Natural Science Foundation of China
源URL[http://ir.ia.ac.cn/handle/173211/25337]  
专题自动化研究所_复杂系统管理与控制国家重点实验室_先进控制与自动化团队
通讯作者Wang, Jianji
作者单位1.Xi An Jiao Tong Univ, Inst Artificial Intelligence & Robot, Xian, Shaanxi, Peoples R China
2.Chinese Acad Sci, Inst Automat, Beijing, Peoples R China
推荐引用方式
GB/T 7714		 Wang, Jianji,Zheng, Nanning,Chen, Badong,et al. Multivariate Correlation Entropy and Law Discovery in Large Data Sets[J]. IEEE INTELLIGENT SYSTEMS,2018,33(5):47-54.
APA Wang, Jianji.,Zheng, Nanning.,Chen, Badong.,Chen, Pei.,Chen, Shitao.,...&Xi, Bao.(2018).Multivariate Correlation Entropy and Law Discovery in Large Data Sets.IEEE INTELLIGENT SYSTEMS,33(5),47-54.
MLA Wang, Jianji,et al."Multivariate Correlation Entropy and Law Discovery in Large Data Sets".IEEE INTELLIGENT SYSTEMS 33.5(2018):47-54.

入库方式： OAI收割

来源：自动化研究所

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