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dc.contributor.author최동훈-
dc.date.accessioned2016-05-31T08:35:04Z-
dc.date.available2016-05-31T08:35:04Z-
dc.date.issued2015-01-
dc.identifier.citationJOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY, v. 29, NO 1, Page. 279-289en_US
dc.identifier.issn1738-494X-
dc.identifier.urihttp://hdl.handle.net/20.500.11754/21472-
dc.identifier.urihttps://link.springer.com/article/10.1007%2Fs12206-014-1234-8-
dc.description.abstractAs current system designs grow increasingly complex and expensive to analyze, the need for design optimization has also grown. In this study, a more stable approximation model is proposed via the application of a bootstrap to support vector regression (SVR). SVR expresses the nonlinearity of the system relatively well. However, using SVR does not always guarantee accurate results because it is sensitive to the input parameters. To overcome this drawback, we apply a bootstrap to SVR, using the residual from SVR as the bootstrap. The performance of the proposed method is evaluated via application to numerical examples and a real problem. We observed that the proposed method not only produced valuable results but also noticeably eliminated the negative effects of input parameters.en_US
dc.description.sponsorshipThe authors appreciate the helpful comments and suggestions from the Center of Innovative Design Optimization Technology, Hanyang University, Seoul, Korea.-
dc.language.isoenen_US
dc.publisherKOREAN SOC MECHANICAL ENGINEERSen_US
dc.subjectSupport vector regressionen_US
dc.subjectBootstrapen_US
dc.subjectResidualen_US
dc.subjectRoot median square erroren_US
dc.titleRobust estimation of support vector regression via residual bootstrap adoptionen_US
dc.typeArticleen_US
dc.relation.no1-
dc.relation.volume29-
dc.identifier.doi10.1007/s12206-014-1234-8-
dc.relation.page279-289-
dc.relation.journalJOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY-
dc.contributor.googleauthorChoi, Won-Young-
dc.contributor.googleauthorChoi, Dong-Hoon-
dc.contributor.googleauthorCha, Kyung-Joon-
dc.relation.code2015005986-
dc.sector.campusS-
dc.sector.daehakCOLLEGE OF ENGINEERING[S]-
dc.sector.departmentDIVISION OF MECHANICAL ENGINEERING-
dc.identifier.piddhchoi-
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COLLEGE OF ENGINEERING[S](공과대학) > MECHANICAL ENGINEERING(기계공학부) > Articles
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