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Travel Behavior Characterization Using Raw Accelerometer Data Collected from Smartphones

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Travel Behavior Characterization Using Raw Accelerometer Data Collected from Smartphones

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dc.contributor.author Ferrer López, Sheila es_ES
dc.contributor.author Ruiz Sánchez, Tomás es_ES
dc.date.accessioned 2015-09-25T11:15:37Z
dc.date.available 2015-09-25T11:15:37Z
dc.date.issued 2014
dc.identifier.issn 1877-0428
dc.identifier.uri http://hdl.handle.net/10251/55111
dc.description.abstract In this paper, we compare different algorithms for the recognition of transportation modes based on features extracted from the accelerometer data. The performance and effectiveness of the transportation mode classifiers presented is evaluated and their accuracy is discussed. The data set used for training and testing algorithms was collected by a group of volunteers in the city of Valencia in 2013; an Android application designed for the recording of trips and transportation modes application was installed on their smartphones. This application collected GPS readings each 10-12seconds and accelerometer data at 1Hz. While GPS data was only used for the validation of trips for the training of the algorithms, accelerometer readings were used entirely for their training. Results show the high performance of Recurrent Neural Networks in recognizing travel modes using accelerometer data. es_ES
dc.language Inglés es_ES
dc.publisher Elsevier es_ES
dc.relation.ispartof Procedia Social and Behavioral Sciences es_ES
dc.rights Reconocimiento - No comercial - Sin obra derivada (by-nc-nd) es_ES
dc.subject Recurrent neural networks es_ES
dc.subject Mode detection es_ES
dc.subject Transportation modes es_ES
dc.subject Accelerometer es_ES
dc.subject Smartphones es_ES
dc.subject.classification INGENIERIA E INFRAESTRUCTURA DE LOS TRANSPORTES es_ES
dc.title Travel Behavior Characterization Using Raw Accelerometer Data Collected from Smartphones es_ES
dc.type Artículo es_ES
dc.identifier.doi 10.1016/j.sbspro.2014.12.125
dc.rights.accessRights Abierto es_ES
dc.contributor.affiliation Universitat Politècnica de València. Departamento de Ingeniería e Infraestructura de los Transportes - Departament d'Enginyeria i Infraestructura dels Transports es_ES
dc.description.bibliographicCitation Ferrer López, S.; Ruiz Sánchez, T. (2014). Travel Behavior Characterization Using Raw Accelerometer Data Collected from Smartphones. Procedia Social and Behavioral Sciences. 160:140-149. doi:10.1016/j.sbspro.2014.12.125 es_ES
dc.description.accrualMethod S es_ES
dc.relation.publisherversion http://dx.doi.org/10.1016/j.sbspro.2014.12.125 es_ES
dc.description.upvformatpinicio 140 es_ES
dc.description.upvformatpfin 149 es_ES
dc.type.version info:eu-repo/semantics/publishedVersion es_ES
dc.description.volume 160 es_ES
dc.relation.senia 290021 es_ES


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