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Status已发表Published
TitleApplications of the representative points in statistical simulations
Creator
Date Issued2014-12-01
Source PublicationScience China Mathematics
ISSN1674-7283
Volume57Issue:12Pages:2609-2620
Abstract

The paper gives a new approach to statistical simulation and resampling by the use of number-theoretic methods and representative points. Resempling techniques take samples from an approximate population. The bootstrap suggests to use a random sample to form an approximate population. We propose to construct some approximate population distribution by the use of two kinds of representative points, and samples are taken from these approximate distributions. The statistical inference is based on those samples. The statistical inference in this paper involves estimation of mean, variance, skewness, kurtosis, quantile and density of the population distribution. Our results show that the new method can significantly improve the results by the use of Monte Carlo methods.

Keywordbootstrap kernel density estimation normal distribution representative points resampling statistical simulation
DOI10.1007/s11425-014-4860-9
URLView source
Indexed BySCIE
Language英语English
WOS Research AreaMathematics
WOS SubjectMathematics, AppliedMathematics
WOS IDWOS:000345192200014
Scopus ID2-s2.0-84935018518
Citation statistics
Cited Times:16[WOS]   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
Identifierhttp://repository.uic.edu.cn/handle/39GCC9TT/1539
CollectionFaculty of Science and Technology
Corresponding AuthorFang, Kaitai
Affiliation
1.Division of Science and Technology, Beijing Normal University-Hong Kong Baptist University, United International College, Zhuhai, 519085, China
2.Institute of Applied Mathematics, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing, 100190, China
3.Department of Mathematics, Hainan Normal University, Haikou, 510000, China
First Author AffilicationBeijing Normal-Hong Kong Baptist University
Corresponding Author AffilicationBeijing Normal-Hong Kong Baptist University
Recommended Citation
GB/T 7714
Fang, Kaitai,Zhou, Min,Wang, Wen Jun. Applications of the representative points in statistical simulations[J]. Science China Mathematics, 2014, 57(12): 2609-2620.
APA Fang, Kaitai, Zhou, Min, & Wang, Wen Jun. (2014). Applications of the representative points in statistical simulations. Science China Mathematics, 57(12), 2609-2620.
MLA Fang, Kaitai,et al."Applications of the representative points in statistical simulations". Science China Mathematics 57.12(2014): 2609-2620.
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