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Multimedia big data computing for trend detection
dc.contributor | Tous Liesa, Rubén |
dc.contributor | Torres Viñals, Jordi |
dc.contributor.author | Sulca Correa, Omar Iván |
dc.date.accessioned | 2015-05-05T15:23:42Z |
dc.date.available | 2015-05-05T15:23:42Z |
dc.date.issued | 2015-04-28 |
dc.identifier.uri | http://hdl.handle.net/2099.1/25961 |
dc.description.abstract | The Big data analysis has becoming increasingly more relevant for the enterprises because the efficient handling of information represents a unique competitive advantage, being its application so diverse as the nature of the data. Ejm. Fraud detection, advertising strategies, web traffic m onitoring, etc. Apache Spark is a engine for large - scale data processing, intended to be a drop in replacement for Hadoop MapReduce providing the benefit of improved performance; the main goal of this project is proof the capabilities of this system, throu gh the development and implementation of a distributed pipeline for processing and indexing at high speed and real - time multimedia data streams generated by social networks and detect trends in these, using for this purpose the Spark related projects and l ibraries: Spark Streaming and Spark MLlib. To verify the effectiveness of the algorithm, different benchmarks (with different configurations) will be performed, these results will be analyzed. |
dc.language.iso | eng |
dc.publisher | Universitat Politècnica de Catalunya |
dc.subject | Àrees temàtiques de la UPC::Enginyeria civil::Infraestructures i modelització dels transports::Trànsit |
dc.subject | Àrees temàtiques de la UPC::Informàtica::Sistemes d'informació |
dc.subject.lcsh | Big data |
dc.subject.other | Spark |
dc.subject.other | LDA |
dc.subject.other | streaming |
dc.subject.other | clustering |
dc.title | Multimedia big data computing for trend detection |
dc.type | Master thesis |
dc.subject.lemac | Macrodades |
dc.identifier.slug | 106081 |
dc.rights.access | Open Access |
dc.date.updated | 2015-05-01T04:00:16Z |
dc.audience.educationlevel | Màster |
dc.audience.mediator | Facultat d'Informàtica de Barcelona |
dc.audience.degree | MÀSTER UNIVERSITARI EN ENGINYERIA INFORMÀTICA (Pla 2012) |