000102165 001__ 102165
000102165 005__ 20230519145440.0
000102165 0247_ $$2doi$$a10.3390/math9060634
000102165 0248_ $$2sideral$$a124108
000102165 037__ $$aART-2021-124108
000102165 041__ $$aeng
000102165 100__ $$aFrahi, T.
000102165 245__ $$aEmpowering advanced driver-assistance systems from topological data analysis
000102165 260__ $$c2021
000102165 5060_ $$aAccess copy available to the general public$$fUnrestricted
000102165 5203_ $$aWe are interested in evaluating the state of drivers to determine whether they are attentive to the road or not by using motion sensor data collected from car driving experiments. That is, our goal is to design a predictive model that can estimate the state of drivers given the data collected from motion sensors. For that purpose, we leverage recent developments in topological data analysis (TDA) to analyze and transform the data coming from sensor time series and build a machine learning model based on the topological features extracted with the TDA. We provide some experiments showing that our model proves to be accurate in the identification of the state of the user, predicting whether they are relaxed or tense.
000102165 540__ $$9info:eu-repo/semantics/openAccess$$aby$$uhttp://creativecommons.org/licenses/by/3.0/es/
000102165 590__ $$a2.592$$b2021
000102165 592__ $$a0.538$$b2021
000102165 594__ $$a2.9$$b2021
000102165 591__ $$aMATHEMATICS$$b21 / 333 = 0.063$$c2021$$dQ1$$eT1
000102165 593__ $$aComputer Science (miscellaneous)$$c2021$$dQ2
000102165 593__ $$aEngineering (miscellaneous)$$c2021$$dQ2
000102165 655_4 $$ainfo:eu-repo/semantics/article$$vinfo:eu-repo/semantics/publishedVersion
000102165 700__ $$aChinesta, F.
000102165 700__ $$aFalcó, A.
000102165 700__ $$0(orcid)0000-0001-7639-6767$$aBadias, A.$$uUniversidad de Zaragoza
000102165 700__ $$0(orcid)0000-0003-1017-4381$$aCueto, E.$$uUniversidad de Zaragoza
000102165 700__ $$aChoi, H.Y.
000102165 700__ $$aHan, M.
000102165 700__ $$aDuval, J.L.
000102165 7102_ $$15004$$2605$$aUniversidad de Zaragoza$$bDpto. Ingeniería Mecánica$$cÁrea Mec.Med.Cont. y Teor.Est.
000102165 773__ $$g9, 6 (2021), 634 [16 pp.]$$pMathematics (Basel)$$tMathematics$$x2227-7390
000102165 8564_ $$s2998295$$uhttps://zaguan.unizar.es/record/102165/files/texto_completo.pdf$$yVersión publicada
000102165 8564_ $$s2740842$$uhttps://zaguan.unizar.es/record/102165/files/texto_completo.jpg?subformat=icon$$xicon$$yVersión publicada
000102165 909CO $$ooai:zaguan.unizar.es:102165$$particulos$$pdriver
000102165 951__ $$a2023-05-18-14:31:31
000102165 980__ $$aARTICLE