Please use this identifier to cite or link to this item:
https://ah.lib.nccu.edu.tw/handle/140.119/71323
DC Field | Value | Language |
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dc.contributor | 統計系 | en_US |
dc.creator | Hung,Ying-Chao;Tsai,Wen-Chi;Yang,Su-Fen;Chuang,Shih-Chung;Tseng,Yi-Kuan | en_US |
dc.date | 2012-02 | en_US |
dc.date.accessioned | 2014-11-11T03:02:58Z | - |
dc.date.available | 2014-11-11T03:02:58Z | - |
dc.date.issued | 2014-11-11T03:02:58Z | - |
dc.identifier.uri | http://nccur.lib.nccu.edu.tw/handle/140.119/71323 | - |
dc.description.abstract | Profile monitoring has received increasingly attention in a wide range of applications in statistical process control (SPC). In this work, we propose a framework for monitoring nonparametric profiles in multi-dimensional data spaces. The framework has the following important features: (i) a flexible and computationally efficient smoothing technique, called Support Vector Regression, is employed to describe the relationship between the response variable and the explanatory variables; (ii) the usual structural assumptions on the residuals are not required; and (iii) the dependence structure for the within-profile observations is appropriately accommodated. Finally, real AIDS data collected from hospitals in Taiwan are used to illustrate and evaluate our proposed framework. | en_US |
dc.format.extent | 444575 bytes | - |
dc.format.mimetype | application/pdf | - |
dc.language.iso | en_US | - |
dc.relation | Journal of Process Control,22(2),397-403 | en_US |
dc.subject | Nonparametric profile monitoring; Support Vector Regression; Block bootstrap; Confidence region | en_US |
dc.title | Nonparametric Profile Monitoring in Multi-dimensional Data Spaces. | en_US |
dc.type | article | en |
dc.identifier.doi | 10.1016/j.jprocont.2011.12.009 | en_US |
dc.doi.uri | http://dx.doi.org/http://dx.doi.org/10.1016/j.jprocont.2011.12.009 | en_US |
item.fulltext | With Fulltext | - |
item.grantfulltext | restricted | - |
item.openairetype | article | - |
item.cerifentitytype | Publications | - |
item.languageiso639-1 | en_US | - |
item.openairecristype | http://purl.org/coar/resource_type/c_18cf | - |
Appears in Collections: | 期刊論文 |
Files in This Item:
File | Description | Size | Format | |
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397-403.pdf | 434.16 kB | Adobe PDF2 | View/Open |
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