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Supersaturated designs for computer experiments: Comparison of construction methods and new methods of treatment adapted to the high dimensional problem

hal.structure.identifierInstitut des Sciences Moléculaires de Marseille [ISM2]
dc.contributor.authorCLAEYS-BRUNO, M.
hal.structure.identifierLaboratoire d'Astrophysique de Bordeaux [Pessac] [LAB]
hal.structure.identifierObservatoire aquitain des sciences de l'univers [OASU]
hal.structure.identifierUniversité Sciences et Technologies - Bordeaux 1 [UB]
hal.structure.identifierLaboratoire d'astrodynamique, d'astrophysique et d'aéronomie de bordeaux [L3AB]
dc.contributor.authorDOBRIJEVIC, M.
dc.contributor.authorCELA, R.
dc.contributor.authorPHAN-TAN-LUU, R.
hal.structure.identifierInstitut des Sciences Moléculaires de Marseille [ISM2]
dc.contributor.authorSERGENT, M.
dc.date.created2011
dc.date.issued2011
dc.identifier.issn0169-7439
dc.description.abstractEnn this article, we apply supersaturated strategies to identify active factors in the field of numerical simulation. As the number of simulations is inferior to the number of studied factors, new resolution techniques are proposed and provide excellent results. Indeed, classical supersaturated treatments could not be applied to the high dimensional problem. We show that these designs are well adapted to the high dimensional problem while maintaining the number of simulations at reasonable levels. Very small-sized supersaturated designs show low reliability. Keywords: Hadamard matrix; Supersaturated designs; Screening; Computer experiments; Genetic algorithm; Sensitivity analysis
dc.language.isoen
dc.publisherElsevier
dc.subject.enHadamard matrix
dc.subject.enSupersaturated designs
dc.subject.enScreening
dc.subject.enComputer experiments
dc.subject.enGenetic algorithm
dc.subject.enSensitivity analysis
dc.title.enSupersaturated designs for computer experiments: Comparison of construction methods and new methods of treatment adapted to the high dimensional problem
dc.typeArticle de revue
dc.identifier.doi10.1016/j.chemolab.2010.12.001
dc.subject.halPlanète et Univers [physics]/Astrophysique [astro-ph]/Planétologie et astrophysique de la terre [astro-ph.EP]
dc.subject.halPhysique [physics]/Astrophysique [astro-ph]/Planétologie et astrophysique de la terre [astro-ph.EP]
bordeaux.journalChemometrics and Intelligent Laboratory Systems
bordeaux.page137-146
bordeaux.volume105
bordeaux.issue2
bordeaux.peerReviewedoui
hal.identifierhal-00623447
hal.version1
hal.popularnon
hal.audienceInternationale
hal.origin.linkhttps://hal.archives-ouvertes.fr//hal-00623447v1
bordeaux.COinSctx_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.jtitle=Chemometrics%20and%20Intelligent%20Laboratory%20Systems&rft.date=2011&rft.volume=105&rft.issue=2&rft.spage=137-146&rft.epage=137-146&rft.eissn=0169-7439&rft.issn=0169-7439&rft.au=CLAEYS-BRUNO,%20M.&DOBRIJEVIC,%20M.&CELA,%20R.&PHAN-TAN-LUU,%20R.&SERGENT,%20M.&rft.genre=article


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