Skip to main content

2014 | OriginalPaper | Buchkapitel

Geographic Summaries from Crowdsourced Data

verfasst von : Giuseppe Rizzo, Giacomo Falcone, Rosa Meo, Ruggero G. Pensa, Raphaël Troncy, Vuk Milicic

Erschienen in: The Semantic Web: ESWC 2014 Satellite Events

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In this paper, we present a research prototype for creating geographic summaries using the whereabouts of Foursquare users. Exploiting the density of the venue types in a particular region, the system adds a layer over any typical cartography geographic maps service, creating a first glance summary over the venues sampled from the Foursquare knowledge base. Each summary is represented by a convex hull. The shape is automatically computed according to the venue densities enclosed in the area. The summary is then labeled with the most prominent category or categories. The prominence is given by the observed venue category density. The prototype provides two outputs: a light-weight representation structured in GeoJSON, and a semantic description using the Open Annotation Ontology. We evaluate the quality of the summaries using the Sum of Squared Errors (SSE) and the Jaccard distance. The system is available at http://​geosummly.​eurecom.​fr.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Fußnoten
3
Depending on the setting, the prototype can make use of the first or the second level of the Foursquare taxonomy https://​developer.​foursquare.​com/​categorytree.
 
4
The algorithm technical details are omitted, the focus of this paper being a demonstration.
 
10
coordinates: \((45.5677,9.0114,45.3566,9.3126)\).
 
11
coordinates: \((46.5363,10.9143,45.6727,11.8312)\).
 
12
The figures observed for Trentino are in the same order of magnitude (not included for space reason).
 
Literatur
1.
Zurück zum Zitat Ester, M., Kriegel, H.P., Sander, J., Xu, X.: A density-based algorithm for discovering clusters in large spatial databases with noise. In: 2nd International Conference on Knowledge Discovery and Data Mining (KDD’96) (1996) Ester, M., Kriegel, H.P., Sander, J., Xu, X.: A density-based algorithm for discovering clusters in large spatial databases with noise. In: 2nd International Conference on Knowledge Discovery and Data Mining (KDD’96) (1996)
2.
Zurück zum Zitat Ferrari, L., Rosi, A., Mamei, M., Zambonelli, F.: Extracting urban patterns from location-based social networks. In: 3rd ACM SIGSPATIAL International Workshop on Location-Based Social Networks (LBSN ’11) (2011) Ferrari, L., Rosi, A., Mamei, M., Zambonelli, F.: Extracting urban patterns from location-based social networks. In: 3rd ACM SIGSPATIAL International Workshop on Location-Based Social Networks (LBSN ’11) (2011)
3.
Zurück zum Zitat Kailing, K., Kriegel, H.P., Kröger, P.: Density-connected subspace clustering for high-dimensional data. In: 4th SIAM International Conference on Data Mining (SIAM’04) (2004) Kailing, K., Kriegel, H.P., Kröger, P.: Density-connected subspace clustering for high-dimensional data. In: 4th SIAM International Conference on Data Mining (SIAM’04) (2004)
4.
Zurück zum Zitat Meo, R., Roglia, E., Bottino, A.: The exploitation of data from remote and human sensors for environment monitoring in the SMAT project. Sensors 12(12), 17504–17535 (2012)CrossRef Meo, R., Roglia, E., Bottino, A.: The exploitation of data from remote and human sensors for environment monitoring in the SMAT project. Sensors 12(12), 17504–17535 (2012)CrossRef
5.
Zurück zum Zitat Noulas, A., Scellato, S., Mascolo, C., Pontil, M.: Exploiting semantic annotations for clustering geographic areas and users in location-based social networks. In: ICWSM International Workshop on Social Mobile Web (SMW’11) (2011) Noulas, A., Scellato, S., Mascolo, C., Pontil, M.: Exploiting semantic annotations for clustering geographic areas and users in location-based social networks. In: ICWSM International Workshop on Social Mobile Web (SMW’11) (2011)
6.
Zurück zum Zitat Phithakkitnukoon, S., Olivier, P.: Sensing urban social geography using online social networking data. In: 5th International AAAI Conference on Weblogs and Social Media (ICWSM’11) (2011) Phithakkitnukoon, S., Olivier, P.: Sensing urban social geography using online social networking data. In: 5th International AAAI Conference on Weblogs and Social Media (ICWSM’11) (2011)
7.
Zurück zum Zitat Tomko, M., Purves, R.S.: Venice, city of canals: characterizing regions through content classification. Trans. GIS 13(3), 295–314 (2009)CrossRef Tomko, M., Purves, R.S.: Venice, city of canals: characterizing regions through content classification. Trans. GIS 13(3), 295–314 (2009)CrossRef
8.
Zurück zum Zitat Walpole, R., Myers, R.: Probability and Statistics for Engineers and Scientists, 8th edn. Pearson Education International, Upper Saddle River (2007) Walpole, R., Myers, R.: Probability and Statistics for Engineers and Scientists, 8th edn. Pearson Education International, Upper Saddle River (2007)
Metadaten
Titel
Geographic Summaries from Crowdsourced Data
verfasst von
Giuseppe Rizzo
Giacomo Falcone
Rosa Meo
Ruggero G. Pensa
Raphaël Troncy
Vuk Milicic
Copyright-Jahr
2014
DOI
https://doi.org/10.1007/978-3-319-11955-7_70

Neuer Inhalt