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Clustering geo-tagged tweets for advanced big data analytics

Bordogna, Gloria
•
Frigerio, Luca
•
CUZZOCREA, Alfredo Massimiliano
•
Psaila, Giuseppe
2016
  • conference object

Abstract
In this paper, we introduce an original approach that exploits time stamped geo-tagged messages posted by Twitter users through their smartphones when they travel to trace their trips.An original clustering technique is presented, that groups similartrips to define tours and analyze the popular tours in relation with local geo-located territorial resources. This objective is veryrelevant for emerging big data analytics tools.Tools developed to reconstruct and mine the most popular tours of tourists within a region are described which identify, track and group tourists' trips through a knowledge-based approach exploiting time stamped geo-tagged information associated with Twitter messages sent by tourists while traveling.The collected tracks are managed and shared on the Web in compliance with OGC standards so as to be able to analyze the characteristic of localities visited by the tourists by spatial overlaying with other open data, such as maps of Points Of Interest (POIs) of distinct type. The result is an novel Interoperable framework, based on web-service technology.
DOI
10.1109/BigDataCongress.2016.78
WOS
WOS:000390212200006
Archivio
http://hdl.handle.net/11368/2898266
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-84994663031
Diritti
closed access
license:digital rights management non definito
FVG url
https://arts.units.it/request-item?handle=11368/2898266
Soggetti
  • Big Data Analytic

  • Intelligent System

  • Knowledge Discovery f...

  • Information System

  • Computer Science Appl...

  • Information Systems a...

Scopus© citazioni
21
Data di acquisizione
Jun 14, 2022
Vedi dettagli
Web of Science© citazioni
18
Data di acquisizione
Mar 28, 2024
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