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Personalized Facets for Faceted Search Using Wikipedia Disambiguation and Social Network

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Part of the book series: Advances in Intelligent Systems and Computing ((AISC,volume 453))

Abstract

The main aim of this paper is to deal with semantic search based on personalized facets using Wikipedia disambiguation data which can help to solve lexical ambiguity. User profile is learned from his/her activities and preferences in Facebook social network. Faceted graph visualization for result collaborative filtering is proposed. The facets are vertices representing ontological concepts. Other vertices represent instances belonging to the concepts, which are known as facets values. The vertices are highlighted by matching with user profile using TF-IDF feature vector model in order to individually produce search interfaces . The ties between vertices are ontological relations or properties considering as variables/attributes of facets. An algorithm to construct the faceted graph visualization and collaboratively filter search result is also provided. The faceted search method presented here is implemented to demonstrate these ideas.

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Notes

  1. 1.

    http://www.alexa.com/siteinfo/wikipedia.org.

  2. 2.

    https://spring.io/tools.

References

  1. Ahlberg, C., Shneiderman, B.: Visual information seeking: tight coupling of dynamic query filters with starfield displays. In: Adelson, B., Dumais, S., Olson, J. (eds.) Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI’94), pp. 313–317. ACM, New York, NY, USA (1994)

    Google Scholar 

  2. Brunk, S., Heim, P.: tFacet: hierarchical faceted exploration of semantic data using well-known interaction concepts. In: Proceedings of DCI 2011. CEUR-WS.org, vol. 817, pp. 31–36 (2011)

    Google Scholar 

  3. Heim, P., Ertl, T., Ziegler, J.: Facet graphs: complex semantic querying made easy. In: Proceedings of the 7th Extended Semantic Web Conference (ESWC 2010). LNCS, vol. 6088, pp. 288–302. Springer, Berlin, Heidelberg (2010)

    Google Scholar 

  4. Heim, P., Ziegler, J., Lohmann, S.: gFacet: a browser for the web of data. In: Proceedings of the International Workshop on Interacting with Multimedia Content in the Social Semantic Web (IMC-SSW 2008). CEUR-WS, vol. 417, pp. 49–58 (2008)

    Google Scholar 

  5. Heim, P., Ziegler, J.: Faceted visual exploration of semantic data. In: Human Aspects of Visualization. Lecture Notes in Computer Science, vol. 6431, pp. 58–75. Springer, Berlin, Heidelberg (2011)

    Chapter  Google Scholar 

  6. Koren, J., Zhang, Y., Liu, X.: Personalized interactive faceted search. In: Proceedings of the 17th International Conference on World Wide Web, pp. 477–486. ACM New York, NY, USA (2008)

    Google Scholar 

  7. Schraefel, M.C., Karam, M., Zhao, S.: mSpace: interaction design for user-determined, adaptable domain exploration in hypermedia. In: AH 2003: Workshop on Adaptive Hypermedia and Adaptive Web Based Systems, pp. 217–235. Nottingham, UK (2003)

    Google Scholar 

  8. Thi, A.D.H., Nguyen, T.B.: A semantic approach towards CWM-based ETL processes. In: Proceedings of I-SEMANTICS, vol. 8, pp. 58–66 (2008)

    Google Scholar 

  9. Tunkelang, D.: Faceted Search. Morgan & Claypool Publishers (2009)

    Google Scholar 

  10. Wagner, A., Ladwig, G., Tran, T.: Browsing-oriented semantic faceted search. In: DEXA’11 Proceedings of the 22nd International Conference on Database and Expert Systems Applications, vol. 1, pp. 303–319. Springer, Heidelberg (2011)

    Google Scholar 

  11. Hostetter, C.: Faceted searching with apache solar. In: ApacheCon, US (2006)

    Google Scholar 

  12. Nguyen, T.B., Schoepp, W., Wagner, F.: GAINS-BI: business intelligent approach for greenhouse gas and air pollution interactions and synergies information system. In: iiWAS 2008, pp. 332–338 (2008)

    Google Scholar 

  13. Nguyen, T.B., Wagner, F., Schoepp, W.: Cloud intelligent services for calculating emissions and costs of air pollutants and greenhouse gases. ACIIDS 2011, 159–168 (2011)

    Google Scholar 

  14. Le, T.,Vo, B., Duong, T.H.: Personalized facets for semantic search using linked open data with social networks. In: IBICA 2012, pp. 312–317 (2012)

    Google Scholar 

  15. Dang, B.D., Nguyen, H.S., Nguyen, T.B., Duong, T.H.: A framework of faceted search for unstructured documents using wiki disambiguation. In: ICCCI, vol. 2, pp. 502–511 (2015)

    Chapter  Google Scholar 

  16. Mihalcea, R.: Using wikipedia for automatic word sense disambiguation. In: Proceedings of NAACL HLT, pp. 196–203 (2007)

    Google Scholar 

  17. Duong, T.H., Uddin, M.N., Li, D., Jo, G.S.: A collaborative ontology-based user profiles system. In: Proceedings of ICCCI’09, Social Networks and Multi-agent Systems, pp. 540–552. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  18. Duong, T.H., Mohammed, N.U., Nguyen, D.C.: Personalized semantic search using ODP: a study case in academic domain. ICCSA 2013, 607–619 (2013)

    Google Scholar 

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Correspondence to Hong Son Nguyen .

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Nguyen, H.S., Pham, H.P., Duong, T.H., Nguyen, T.P.T., Le, H.M.T. (2016). Personalized Facets for Faceted Search Using Wikipedia Disambiguation and Social Network. In: Nguyen, T.B., van Do, T., An Le Thi, H., Nguyen, N.T. (eds) Advanced Computational Methods for Knowledge Engineering. Advances in Intelligent Systems and Computing, vol 453. Springer, Cham. https://doi.org/10.1007/978-3-319-38884-7_17

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  • DOI: https://doi.org/10.1007/978-3-319-38884-7_17

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  • Online ISBN: 978-3-319-38884-7

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