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Some Notes on Concordance between Optimization and Statistics
Mu, Weiyan1; Wei, Qiuyue1; Xiong, Shifeng2
2019
发表期刊MATHEMATICAL PROBLEMS IN ENGINEERING
ISSN1024-123X
页码6
摘要Many engineering problems require solutions to statistical optimization problems. When the global solution is hard to attain, engineers or statisticians always use the better solution because we intuitively believe a principle, called better solution principle (BSP) in this paper, that a better solution to a statistical optimization problem also has better statistical properties of interest. This principle displays some concordance between optimization and statistics and is expected to widely hold. Since theoretical study on BSP seems to be neglected by statisticians, this paper presents a primary discussion on BSP within a relatively general framework. We demonstrate two comparison theorems as the key results of this paper. Their applications to maximum likelihood estimation are presented. It can be seen that BSP for this problem holds under reasonable conditions; i.e., an estimator with greater likelihood is better in some statistical sense.
DOI10.1155/2019/3485064
语种英语
资助项目Chinese Ministry of Science and Technology[2016YFF0203801] ; National Natural Science Foundation of China[11601027] ; National Natural Science Foundation of China[11671386] ; National Natural Science Foundation of China[11871033] ; BUCEA[21082716014]
WOS研究方向Engineering ; Mathematics
WOS类目Engineering, Multidisciplinary ; Mathematics, Interdisciplinary Applications
WOS记录号WOS:000457039300001
出版者HINDAWI LTD
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/32325
专题系统科学研究所
通讯作者Xiong, Shifeng
作者单位1.Beijing Univ Civil Engn & Architecture, Sch Sci, Beijing 100044, Peoples R China
2.Chinese Acad Sci, NCMIS, Acad Math & Syst Sci, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714
Mu, Weiyan,Wei, Qiuyue,Xiong, Shifeng. Some Notes on Concordance between Optimization and Statistics[J]. MATHEMATICAL PROBLEMS IN ENGINEERING,2019:6.
APA Mu, Weiyan,Wei, Qiuyue,&Xiong, Shifeng.(2019).Some Notes on Concordance between Optimization and Statistics.MATHEMATICAL PROBLEMS IN ENGINEERING,6.
MLA Mu, Weiyan,et al."Some Notes on Concordance between Optimization and Statistics".MATHEMATICAL PROBLEMS IN ENGINEERING (2019):6.
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