UM  > 工商管理學院  > 會計及資訊管理學系
A distribution-free control chart for monitoring high-dimensional processes based on interpoint distances
Shu,Lianjie; Fan,Jinyu
2018-06-01
Source PublicationNaval Research Logistics
ISSN15206750 0894069X
Volume65Issue:4Pages:317-330
Abstract

With rapid advances in sensing technology and data acquisition systems, high-dimensional data appear in many settings. The high dimensionality presents a new challenge to the traditional tools in multivariate statistical process control, due to the “curse of dimensionality.” Various tests for mean vectors in high dimensional situations have been discussed recently; however, they have been rarely adapted to process monitoring. This paper develops a distribution-free control chart based on interpoint distances for monitoring mean vectors in high-dimensional settings. Other than the Euclidean distance, the family of Minkowski distance is used for discussion, which is a generalization of the former and other distances. The proposed approach is very general as it represents a class of distribution-free control charts based on distances. Numerical results show that the proposed control chart is efficient in detecting mean shifts in both symmetric and heavy-tailed distributions.

KeywordControl Chart Minkowski Distance Multivariate Statistical Process Control
DOI10.1002/nav.21809
URLView the original
Indexed BySCIE
Language英语
WOS Research AreaOperations Research & Management Science
WOS SubjectOperations Research & Management Science
WOS IDWOS:000448476900003
Fulltext Access
Citation statistics
Document TypeJournal article
CollectionDEPARTMENT OF ACCOUNTING AND INFORMATION MANAGEMENT
Corresponding AuthorShu,Lianjie
AffiliationFaculty of Business Administration,University of Macau,,Taipa,Macao
First Author AffilicationFaculty of Business Administration
Corresponding Author AffilicationFaculty of Business Administration
Recommended Citation
GB/T 7714
Shu,Lianjie,Fan,Jinyu. A distribution-free control chart for monitoring high-dimensional processes based on interpoint distances[J]. Naval Research Logistics,2018,65(4):317-330.
APA Shu,Lianjie,&Fan,Jinyu.(2018).A distribution-free control chart for monitoring high-dimensional processes based on interpoint distances.Naval Research Logistics,65(4),317-330.
MLA Shu,Lianjie,et al."A distribution-free control chart for monitoring high-dimensional processes based on interpoint distances".Naval Research Logistics 65.4(2018):317-330.
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Shu,Lianjie]'s Articles
[Fan,Jinyu]'s Articles
Baidu academic
Similar articles in Baidu academic
[Shu,Lianjie]'s Articles
[Fan,Jinyu]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Shu,Lianjie]'s Articles
[Fan,Jinyu]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.