Time series analysis in big data environments Baldán Lozano, Francisco Javier Benítez Sánchez, José Manuel Universidad de Granada. Programa de Doctorado en Tecnologías de la Información y la Comunicación Time series analysis Big data environments Análisis de series temporales Entornos de big data This doctoral thesis has been supported by the Spanish National Research Project TIN2016-81113-R and by the Andalusian Regional Government Project P12-TIC-2958. Francisco Javier Baldán Lozano holds the FPI grant BES-2017-080137 from the Spanish Ministry of Economy and Competitiveness. This thesis is focused on time series analysis, specifically in supervised classification tasks. Although the time series classification field has a large number of approaches to deal with this problem, the proposals made in this field can be classified into three main groups: distance-based, feature-based, and deep learning. Esta tesis se centra en el análisis de series temporales, concretamente en tareas de clasificación supervisada. Aunque el campo de la clasificación de series temporales cuenta con un gran número de enfoques para abordar este problema, las propuestas realizadas en este campo se pueden clasificar en tres grandes grupos: basadas en distancia, basadas en características y deep learning. 2021-12-16T07:53:07Z 2021-12-16T07:53:07Z 2021 2021-12-10 info:eu-repo/semantics/doctoralThesis Baldán Lozano, Francisco Javier. Time series analysis in big data environments. Granada: Universidad de Granada, 2021. [http://hdl.handle.net/10481/72082] 9788411171892 http://hdl.handle.net/10481/72082 eng http://creativecommons.org/licenses/by-nc-nd/3.0/es/ info:eu-repo/semantics/openAccess Atribución-NoComercial-SinDerivadas 3.0 España Universidad de Granada