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dc.contributor.authorCordero Benítez, José Andrés
dc.contributor.authorNebro-Urbaneja, Antonio Jesús 
dc.contributor.authorBarba-González, Cristóbal 
dc.contributor.authorDurillo, Juan J.
dc.contributor.authorGarcía-Nieto, José Manuel 
dc.contributor.authorNavas-Delgado, Ismael
dc.contributor.authorAldana-Montes, José Francisco 
dc.date.accessioned2016-09-15T07:40:42Z
dc.date.available2016-09-15T07:40:42Z
dc.date.created2016
dc.date.issued2016-09-15
dc.identifier.urihttp://hdl.handle.net/10630/12015
dc.description.abstractTechnologies for Big Data and Data Science are receiving increasing research interest nowadays. This paper introduces the prototyping architecture of a tool aimed to solve Big Data Optimization problems. Our tool combines the jMetal framework for multi-objective optimization with Apache Spark, a technology that is gaining momentum. In particular, we make use of the streaming facilities of Spark to feed an optimization problem with data from different sources. We demonstrate the use of our tool by solving a dynamic bi-objective instance of the Traveling Salesman Problem (TSP) based on near real-time traffic data from New York City, which is updated several times per minute. Our experiment shows that both jMetal and Spark can be integrated providing a software platform to deal with dynamic multi-optimization problems.es_ES
dc.description.sponsorshipUniversidad de Málaga. Campus de Excelencia Internacional Andalucía Tech.es_ES
dc.language.isoenges_ES
dc.rightsinfo:eu-repo/semantics/openAccesses_ES
dc.subjectOptimización matemáticaes_ES
dc.subject.otherMulti-Objective Optimizationes_ES
dc.subject.otherBig Data Technologieses_ES
dc.subject.otherSreaming Processinges_ES
dc.titleDynamic Multi-Objective Optimization With jMetal and Spark: a Case Studyes_ES
dc.typeinfo:eu-repo/semantics/conferenceObjectes_ES
dc.centroE.T.S.I. Informáticaes_ES
dc.relation.eventtitleMOD 2016 - The Second International Workshop on Machine Learning, Optimization and Big Dataes_ES
dc.relation.eventplaceVolterra - Italiaes_ES
dc.relation.eventdate26/08/2016 - 29/08/2016es_ES
dc.identifier.orcidhttp://orcid.org/0000-0001-5580-0484es_ES
dc.cclicenseby-nc-ndes_ES


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