Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
10.1007/978-3-642-35173-0_3guideproceedingsArticle/Chapter ViewAbstractPublication PagesConference Proceedingsacm-pubtype
Article

Linking smart cities datasets with human computation: the case of urbanmatch

Published: 11 November 2012 Publication History
  • Get Citation Alerts
  • Abstract

    To realize the Smart Cities vision, applications can leverage the large availability of open datasets related to urban environments. Those datasets need to be integrated, but it is often hard to automatically achieve a high-quality interlinkage. Human Computation approaches can be employed to solve such a task where machines are ineffective. We argue that in this case not only people's background knowledge is useful to solve the task, but also people's physical presence and direct experience can be successfully exploited. In this paper we present UrbanMatch, a Game with a Purpose for players in mobility aimed at validating links between points of interest and their photos; we discuss the design choices and we show the high throughput and accuracy achieved in the interlinking task.

    References

    [1]
    Álvaro, G., Álvaro, J.: A Linked Data Movie Quiz: the answers are out there, and so are the questions (August 2010), http://bit.ly/linkedmovies
    [2]
    Araújo, S., Hidders, J., Schwabe, D., de Vries, A. P.: SERIMI - Resource Description Similarity, RDF Instance Matching and Interlinking. CoRR, abs/1107.1104 (2011)
    [3]
    Balduini, M., Celino, I., Dell'Aglio, D., Della Valle, E., Huang, T., Lee, T., Kim, S., Tresp, V.: BOTTARI: An Augmented Reality Mobile Application to deliver Personalized and Location-based Recommendations by Continuous Analysis of Social Media Streams. Journal of Web Semantics: Science, Services and Agents on the World Wide Web (2012).
    [4]
    Batini, C., Cappiello, C., Francalanci, C., Maurino, A.: Methodologies for data quality assessment and improvement. ACM Comput. Surv. 41(3) (2009)
    [5]
    Benjelloun, O., Garcia-Molina, H., Menestrina, D., Su, Q., Whang, S. E., Widom, J.: Swoosh: a generic approach to entity resolution. VLDB J. 18(1), 255-276 (2009)
    [6]
    Caragliu, A., Del Bo, C., Nijkamp, P.: Smart cities in Europe. Serie Research Memoranda 0048, VU University Amsterdam, Faculty of Economics, Business Administration and Econometrics (2009)
    [7]
    Celino, I., Contessa, S., Corubolo, M., Dell'Aglio, D., Della Valle, E., Fumeo, S., Krüger, T.: UrbanMatch - linking and improving Smart Cities Data. In: Linked Data on the Web Workshop, LDOW 2012 (2012)
    [8]
    Cruz, I. F., Stroe, C., Caimi, F., Fabiani, A., Pesquita, C., Couto, F. M., Palmonari, M.: Using Agreement Maker to align ontologies for OAEI. In: Shvaiko, et al. (eds.) {24} (2011)
    [9]
    Della Valle, E., Celino, I., Dell'Aglio, D.: The Experience of Realizing a Semantic Web Urban Computing Application. Transactions in GIS 14(2) (2010)
    [10]
    Della Valle, E., Celino, I., Dell'Aglio, D., Steinke, F., Grothmann, R., Tresp, V.: Semantic Traffic-Aware Routing for the City of Milano using the LarKC Platform. IEEE Internet Computing 15(6) (2011)
    [11]
    Euzenat, J., Ferrara, A., van Hage, W. R., Hollink, L., Meilicke, C., Nikolov, A., Ritze, D., Scharffe, F., Shvaiko, P., Stuckenschmidt, H., Sváb-Zamazal, O., dos Santos, C. T.: Results of the ontology alignment evaluation initiative. In: Shvaiko, et al. {24} (2011)
    [12]
    Euzenat, J., Shvaiko, P.: Ontology matching. Springer, Heidelberg (2007)
    [13]
    Fellegi, I. P., Sunter, A. B.: A Theory for Record Linkage. Journal of the American Statistical Association 64(328), 1183-1210 (1969)
    [14]
    Flemming, A., Hartig, O.: Quality Criteria for Linked Data sources, http://bit.ly/ld-quality
    [15]
    Heath, T., Bizer, C.: Linked Data: Evolving the Web into a Global Data Space. Synthesis Lectures on the Semantic Web. Morgan & Claypool (2011)
    [16]
    Knight, S. A., Burn, J.: Developing a framework for assessing information quality on the World Wide Web. Informing Science 8 (2005)
    [17]
    Lee, T., Park, S., Huang, Z., Della Valle, E.: Toward Seoul Road Sign Management on the LarKC Platform. Posters and Demos of ISWC 2010 (2010)
    [18]
    McCallum, A., Wellner, B.: Object consolidation by graph partitioning with a conditionally-trained distance metric. In: Proceedings of the ACM Workshop on Data Cleaning, Record Linkage and Object Identification (2003)
    [19]
    Naumann, F., Rolker, C.: Assessment Methods for Information Quality Criteria. In: Klein, B. D., Rossin, D. F. (eds.) IQ. MIT (2000)
    [20]
    Newcombe, H. B.: Handbook of record linkage: methods for health and statistical studies, administration, and business. Oxford University Press, Inc. (1988)
    [21]
    Niu, X., Rong, S., Zhang, Y., Wang, H.: Zhishi.links results for OAEI. In: Shvaiko et al. {24} (2011)
    [22]
    Rahm, E., Bernstein, P. A.: A survey of approaches to automatic schema matching. VLDB J. 10(4), 334-350 (2001)
    [23]
    Redman, T.C.: Data Quality: The Field Guide. Digital Press (2001)
    [24]
    Shvaiko, P., Euzenat, J., Heath, T., Quix, C., Mao, M., Cruz, I. F. (eds.): Proceedings of the 6th International Workshop on Ontology Matching. CEUR-WS.org, vol. 814 (2011)
    [25]
    Siorpaes, K., Hepp, M.: Games with a Purpose for the Semantic Web. Intelligent Systems 23, 50-60 (2008)
    [26]
    Stadler, C., Lehmann, J., Höffner, K., Auer, S.: LinkedGeoData: A Core for a Web of Spatial Open Data. Semantic Web Journal (2011)
    [27]
    Volz, J., Bizer, C., Gaedke, M., Kobilarov, G.: Discovering and Maintaining Links on the Web of Data. In: Bernstein, A., Karger, D. R., Heath, T., Feigenbaum, L., Maynard, D., Motta, E., Thirunarayan, K. (eds.) ISWC 2009. LNCS, vol. 5823, pp. 650-665. Springer, Heidelberg (2009)
    [28]
    von Ahn, L.: Games with a Purpose. IEEE Computer 39(6), 92-94 (2006)
    [29]
    von Ahn, L.: Human Computation. In: Alonso, G., Blakeley, J. A., Chen, A. L. P. (eds.) ICDE, pp. 1-2. IEEE (2008)
    [30]
    von Ahn, L., Dabbish, L.: Labeling images with a computer game. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI 2004, pp. 319-326. ACM, New York (2004)
    [31]
    von Ahn, L., Dabbish, L.: Designing games with a purpose. Commun. ACM 51(8), 58-67 (2008)
    [32]
    Winkler, W. E.: Overview of record linkage and current research directions. Technical report, Bureau of the Census (2006)

    Cited By

    View all
    • (2023)Design Principles for Content Creation in Location-Based GamesACM Transactions on Multimedia Computing, Communications, and Applications10.1145/358368919:5s(1-30)Online publication date: 7-Jun-2023
    • (2018)A Framework to Build Games with a Purpose for Linked Data RefinementThe Semantic Web – ISWC 201810.1007/978-3-030-00668-6_10(154-169)Online publication date: 8-Oct-2018
    • (2016)Crowdsourcing mobile content through gamesProceedings of the 79th ASIS&T Annual Meeting: Creating Knowledge, Enhancing Lives through Information & Technology10.5555/3017447.3017508(1-10)Online publication date: 14-Oct-2016
    • Show More Cited By

    Recommendations

    Comments

    Information & Contributors

    Information

    Published In

    cover image Guide Proceedings
    ISWC'12: Proceedings of the 11th international conference on The Semantic Web - Volume Part II
    November 2012
    464 pages
    ISBN:9783642351723

    Sponsors

    • Elsevier
    • Yahoo! Research
    • ORACLE: ORACLE
    • AI: Artificial Intelligence
    • IBM: IBM

    Publisher

    Springer-Verlag

    Berlin, Heidelberg

    Publication History

    Published: 11 November 2012

    Qualifiers

    • Article

    Contributors

    Other Metrics

    Bibliometrics & Citations

    Bibliometrics

    Article Metrics

    • Downloads (Last 12 months)0
    • Downloads (Last 6 weeks)0

    Other Metrics

    Citations

    Cited By

    View all
    • (2023)Design Principles for Content Creation in Location-Based GamesACM Transactions on Multimedia Computing, Communications, and Applications10.1145/358368919:5s(1-30)Online publication date: 7-Jun-2023
    • (2018)A Framework to Build Games with a Purpose for Linked Data RefinementThe Semantic Web – ISWC 201810.1007/978-3-030-00668-6_10(154-169)Online publication date: 8-Oct-2018
    • (2016)Crowdsourcing mobile content through gamesProceedings of the 79th ASIS&T Annual Meeting: Creating Knowledge, Enhancing Lives through Information & Technology10.5555/3017447.3017508(1-10)Online publication date: 14-Oct-2016
    • (2013)The W3C PROV family of specifications for modelling provenance metadataProceedings of the 16th International Conference on Extending Database Technology10.1145/2452376.2452478(773-776)Online publication date: 18-Mar-2013

    View Options

    View options

    Media

    Figures

    Other

    Tables

    Share

    Share

    Share this Publication link

    Share on social media