2018 · 17 citations · 12 references
ComputingComputer ScienceData ScienceData AnalyticsData MiningDatabasesData IntegrationData ModelingDatabase ManagementNosql DatabasesRelational DatabasesTemporal DatabasesAccuracyDataset CurationNosql Data ModelingSemi-structured Data ManagementTourist Arrivals
Nowadays there is a growing need for collecting and processing data from different sources in heterogeneous and semistructured formats. Scientists and companies are strongly urged to find a way for extracting knowledge out of them. In this paper, we present a NoSQL database approach for modeling heterogeneous and semi-structured information in both software architecture and data modeling aspects. We built a robust analytics framework by integrating Apache Spark with Apache Cassandra and in following utilize data mining techniques for presenting a model capable of predicting the relationship between tourist arrivals and nights spent in Greece. The proposed model puts to use a constructed dataset both from the Hellenic Statistical Authority and Eurostat. The evaluation shows that the proposed data model, used for fitting the current dataset, predicts tourist behaviour with high accuracy.
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Matei Zaharia, Reynold Xin, Patrick Wendell et al. · Communications of the ACM · 2016 · 2.3K citations
Scalable SQL and NoSQL data stores
R. G. G. Cattell · ACM SIGMOD Record · 2011 · 1.3K citations
Jeff Shute, Radek Vingralek, Bart Samwel et al. · Proceedings of the VLDB Endowment · 2013 · 256 citations