000130668 001__ 130668
000130668 005__ 20240130150402.0
000130668 0247_ $$2doi$$a10.1111/pirs.12424
000130668 0248_ $$2sideral$$a110574
000130668 037__ $$aART-2019-110574
000130668 041__ $$aeng
000130668 100__ $$0(orcid)0000-0002-1610-5451$$aGimenez-Nadal, José Ignacio$$uUniversidad de Zaragoza
000130668 245__ $$aModelling commuting time in the US: Bootstrapping techniques to avoid overfitting
000130668 260__ $$c2019
000130668 5060_ $$aAccess copy available to the general public$$fUnrestricted
000130668 5203_ $$aThe research on commuting has emerged in recent decades, but the issue of whether the empirical techniques used are appropriate has not been analysed. Thus, results from prior research could be based on non-accurate models, leading to misleading conclusions. We apply an algorithmic approach based on bootstrapping, variable selection, and mean absolute prediction errors, which is designed to avoid overfitting. Using the American Time Use Survey, we find that models with a reduced set of explanatory variables have similar accuracy to standard econometric models. Our results shed light on the importance of determining whether models can be overfitted.
000130668 536__ $$9info:eu-repo/grantAgreement/ES/DGA/S32-17R
000130668 540__ $$9info:eu-repo/semantics/openAccess$$aby$$uhttp://creativecommons.org/licenses/by/3.0/es/
000130668 590__ $$a2.22$$b2019
000130668 591__ $$aGEOGRAPHY$$b37 / 84 = 0.44$$c2019$$dQ2$$eT2
000130668 591__ $$aECONOMICS$$b96 / 371 = 0.259$$c2019$$dQ2$$eT1
000130668 591__ $$aREGIONAL & URBAN PLANNING$$b23 / 39 = 0.59$$c2019$$dQ3$$eT2
000130668 591__ $$aENVIRONMENTAL STUDIES$$b68 / 123 = 0.553$$c2019$$dQ3$$eT2
000130668 592__ $$a0.91$$b2019
000130668 593__ $$aGeography, Planning and Development$$c2019$$dQ1
000130668 593__ $$aEnvironmental Science (miscellaneous)$$c2019$$dQ1
000130668 655_4 $$ainfo:eu-repo/semantics/article$$vinfo:eu-repo/semantics/publishedVersion
000130668 700__ $$0(orcid)0000-0002-9437-4606$$aMolina, José Alberto$$uUniversidad de Zaragoza
000130668 700__ $$0(orcid)0000-0002-0553-6360$$aVelilla, Jorge$$uUniversidad de Zaragoza
000130668 7102_ $$14000$$2415$$aUniversidad de Zaragoza$$bDpto. Análisis Económico$$cÁrea Fund. Análisis Económico
000130668 773__ $$g98, 4 (2019), 1667-1684$$pPap. reg. sci.$$tPapers in Regional Science$$x1056-8190
000130668 8564_ $$s785903$$uhttps://zaguan.unizar.es/record/130668/files/texto_completo.pdf$$yVersión publicada
000130668 8564_ $$s1650821$$uhttps://zaguan.unizar.es/record/130668/files/texto_completo.jpg?subformat=icon$$xicon$$yVersión publicada
000130668 909CO $$ooai:zaguan.unizar.es:130668$$particulos$$pdriver
000130668 951__ $$a2024-01-30-14:06:34
000130668 980__ $$aARTICLE