Shrinkage Ridge Regression Estimators in High-Dimensional Linear Models

dc.authoridYuzbasi, Bahadir/0000-0002-6196-3201;
dc.authorwosidYuzbasi, Bahadir/F-6907-2013
dc.authorwosidAhmed, Syed/GSN-7305-2022
dc.contributor.authorYuzbasi, Bahadir
dc.contributor.authorAhmed, S. Ejaz
dc.date.accessioned2024-08-04T20:40:21Z
dc.date.available2024-08-04T20:40:21Z
dc.date.issued2015
dc.departmentİnönü Üniversitesien_US
dc.description9th International Conference on Management Science and Engineering Management (ICMSEM) -- JUL 21-23, 2015 -- Karlsruhe Inst Technol, Karlsruhe, GERMANYen_US
dc.description.abstractIn this paper, we suggest shrinkage ridge regression estimators for a multiple linear regression model, and compared their performance with some penalty estimators which are lasso, adaptive lasso and SCAD. Monte Carlo studies were conducted to compare the estimators and a real data example is presented to illustrate the usefulness of the suggested methods.en_US
dc.description.sponsorshipInt Soc Management Sci & Engn Managementen_US
dc.identifier.doi10.1007/978-3-662-47241-5_67
dc.identifier.endpage807en_US
dc.identifier.isbn978-3-662-47241-5
dc.identifier.issn2194-5357
dc.identifier.issn2194-5365
dc.identifier.scopus2-s2.0-84937485028en_US
dc.identifier.scopusqualityN/Aen_US
dc.identifier.startpage793en_US
dc.identifier.urihttps://doi.org/10.1007/978-3-662-47241-5_67
dc.identifier.urihttps://hdl.handle.net/11616/96870
dc.identifier.volume362en_US
dc.identifier.wosWOS:000377959100067en_US
dc.identifier.wosqualityN/Aen_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherSpringer-Verlag Berlinen_US
dc.relation.ispartofProceedings of The Ninth International Conference on Management Science and Engineering Managementen_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectShrinkage estimationen_US
dc.subjectRidge regressionen_US
dc.subjectHigh-dimensional dataen_US
dc.subjectAsymptotic and simulationen_US
dc.subjectBig dataen_US
dc.titleShrinkage Ridge Regression Estimators in High-Dimensional Linear Modelsen_US
dc.typeConference Objecten_US

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