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题名

A class of uniform tests for goodness-of-fit of the multivariate Lp-norm spherical distributions and the lp-norm symmetric distributions

作者
通讯作者Liang, Jiajuan
发表日期
2019-02
DOI
发表期刊
ISSN
0020-3157
EISSN
1572-9052
卷号71期号:1页码:137-162
摘要
In this paper we employ the conditional probability integral transformation (CPIT) method to transform a d-dimensional sample from two classes of generalized multivariate distributions into a uniform sample in the unit interval (0,1) or in the unit hypercube [0,1]d-1 (d2). A class of existing uniform statistics are adopted to test the uniformity of the transformed sample. Monte Carlo studies are carried out to demonstrate the performance of the tests in controlling type I error rates and power against a selected group of alternative distributions. It is concluded that the proposed tests have satisfactory empirical performance and the CPIT method in this paper can serve as a general way to construct goodness-of-fit tests for many generalized multivariate distributions.
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相关链接[来源记录]
收录类别
SCI ; EI
语种
英语
学校署名
其他
资助项目
University of Hong Kong[]
WOS研究方向
Mathematics
WOS类目
Statistics & Probability
WOS记录号
WOS:000455444200006
出版者
EI入藏号
20174904493671
EI主题词
Integral equations ; Monte Carlo methods ; Testing
EI分类号
Calculus:921.2 ; Probability Theory:922.1 ; Mathematical Statistics:922.2
ESI学科分类
MATHEMATICS
来源库
Web of Science
引用统计
被引频次[WOS]:2
成果类型期刊论文
条目标识符http://sustech.caswiz.com/handle/2SGJ60CL/26500
专题理学院_数学系
工学院_材料科学与工程系
作者单位
1.Univ New Haven, Coll Business, 300 Boston Post Rd, West Haven, CT 06516 USA
2.Univ Hong Kong, Dept Stat & Actuarial Sci, Pokfulam Rd, Hong Kong, Peoples R China
3.Southern Univ Sci & Technol, Dept Math, 1088 Xueyuan Rd, Shenzhen 518055, Peoples R China
推荐引用方式
GB/T 7714
Liang, Jiajuan,Ng, Kai Wang,Tian, Guoliang. A class of uniform tests for goodness-of-fit of the multivariate Lp-norm spherical distributions and the lp-norm symmetric distributions[J]. ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS,2019,71(1):137-162.
APA
Liang, Jiajuan,Ng, Kai Wang,&Tian, Guoliang.(2019).A class of uniform tests for goodness-of-fit of the multivariate Lp-norm spherical distributions and the lp-norm symmetric distributions.ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS,71(1),137-162.
MLA
Liang, Jiajuan,et al."A class of uniform tests for goodness-of-fit of the multivariate Lp-norm spherical distributions and the lp-norm symmetric distributions".ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS 71.1(2019):137-162.
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