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000099764 0247_ $$2doi$$a10.5802/CRMECA.53
000099764 0248_ $$2sideral$$a123302
000099764 037__ $$aART-2021-123302
000099764 041__ $$aeng
000099764 100__ $$aIbanez, R.
000099764 245__ $$aNumerical experiments on unsupervised manifold learning applied to mechanical modeling of materials and structures
000099764 260__ $$c2021
000099764 5060_ $$aAccess copy available to the general public$$fUnrestricted
000099764 5203_ $$aThe present work aims at analyzing issues related to the data manifold dimensionality. The interest of the study is twofold: (i) first, when too many measurable variables are considered, manifold learning is expected to extract useless variables; (ii) second, and more important, the same technique, manifold learning, could be utilized for identifying the necessity of employing latent extra variables able to recover single-valued outputs. Both aspects are discussed in the modeling of materials and structural systems by using unsupervised manifold learning strategies.
000099764 536__ $$9info:eu-repo/grantAgreement/ES/UZ/ESI Group Chair
000099764 540__ $$9info:eu-repo/semantics/openAccess$$aby$$uhttp://creativecommons.org/licenses/by/3.0/es/
000099764 590__ $$a1.437$$b2021
000099764 592__ $$a0.499$$b2021
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000099764 591__ $$aMECHANICS$$b115 / 138 = 0.833$$c2021$$dQ4$$eT3
000099764 593__ $$aMechanics of Materials$$c2021$$dQ2
000099764 593__ $$aMaterials Science (miscellaneous)$$c2021$$dQ2
000099764 655_4 $$ainfo:eu-repo/semantics/article$$vinfo:eu-repo/semantics/publishedVersion
000099764 700__ $$aGilormini, P.
000099764 700__ $$0(orcid)0000-0003-1017-4381$$aCueto, E.$$uUniversidad de Zaragoza
000099764 700__ $$aChinesta, F.
000099764 7102_ $$15004$$2605$$aUniversidad de Zaragoza$$bDpto. Ingeniería Mecánica$$cÁrea Mec.Med.Cont. y Teor.Est.
000099764 773__ $$g348, 10-11 (2021), 937-958$$pC. R. Mec.$$tCOMPTES RENDUS MECANIQUE$$x1631-0721
000099764 8564_ $$s968540$$uhttps://zaguan.unizar.es/record/99764/files/texto_completo.pdf$$yVersión publicada
000099764 8564_ $$s847989$$uhttps://zaguan.unizar.es/record/99764/files/texto_completo.jpg?subformat=icon$$xicon$$yVersión publicada
000099764 909CO $$ooai:zaguan.unizar.es:99764$$particulos$$pdriver
000099764 951__ $$a2023-05-18-13:48:00
000099764 980__ $$aARTICLE