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Discovery hub: on-the-fly linked data exploratory search

Published: 04 September 2013 Publication History
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  • Abstract

    Exploratory search systems help users learn or investigate a topic. The richness of the linked open data can be used to assist this task. We present a method that selects and ranks linked data resources that are semantically related to the user's interest. The objective is to focus the user's attention on a meaningful subset of highly informative resources. We extended spreading activation to typed graphs and coupled it with a graph sampling technique. The results selection and ranking is performed on--the-fly and doesn't require pre-processing. This allows addressing remote SPARQL endpoints. We describe first implementation on top of DBpedia. It is used by the Discovery Hub exploratory search system to select interesting resources, to support faceted browsing of the results, to provide explanations and to offer redirections to third-party services. Results of a user evaluation conclude the article.

    References

    [1]
    S. Auer, C. Bizer, G. Kobilarov, J. Lehmann, R. Cyganiak, Z. Ives, DBpedia, A nucleus for a web of open data, ISWC, 2007.
    [2]
    RL Brennan, Generalizability Theory, Springer-Verlag 2001
    [3]
    Cohen, P and Kjeldsen, R. Information Retrieval by Constrained Spreading Activation on Semantic Networks. Information Processing and Management, 23(4): 1987.
    [4]
    A. Collins and E. Loftus. A spreading activation theory of semantic processing. Psychological Review, 1975.
    [5]
    Crestani, F. Application of Spreading Activation Techniques in Information Retrieval. Artificial Intelligence Review, 1997.
    [6]
    T. Di Noia, R. Mirizzi, V. C. Ostuni, D. Romito, and M. Zanker. Linked open data to support content-based recommender systems. In 8th I-SEMANTICS 2012.
    [7]
    A. Freitas, J. G. de Oliveira, S. O'Riain, E. Curry, and J. C. Pereira da Silva. Querying Linked Data using semantic relatedness: A vocabulary independent approach, 2011.
    [8]
    Andreas Harth. Visinav: A system for visual search and navigation on web data. We Semantics: Science, Services and Agents on the World Wide Web, 8(4):348--354, 2010.
    [9]
    Heim, P., Ziegler, J. and Lohmann, S. gFacet: A Browser for the Web of Data. In Proc. SAMT Workshop: IMC-SSW, CEUR-WS 2008, 49--58
    [10]
    Huynh DF, Karger DR., Parallax and companion: set-based browsing for the data web. In: Proc. of WWW 2009.
    [11]
    Kaminskas M. and al, Knowledge-based Music Retrieval for Places of Interest, in Proceedings of MIRUM'12, 2012.
    [12]
    Kendall, Maurice, Rank Correlation Methods. London: Charles Griffin and Co., 1948.
    [13]
    Kinsella, S., Harth, A., Troussov, A., Sogrin, M., Judge, J., Hayes, C., & Breslin, J. G.). Navigating and annotating semantically-enabled networks of people and associated objects. In Why Context Matters,pp. 79--96, 2008
    [14]
    Kules, B. and Shneiderman, B., Users can change their web search tactics: Design guidelines for categorized overviews. Information Processing & Management, 2007
    [15]
    Lee, M., & Kim, W. (2009, December). Semantic association search and rank method based on spreading activation for the Semantic Web. IEEM 2009. IEEE International
    [16]
    J. Leskovec and C. Faloutsos. Sampling from large graphs. In KDD '06: Proceedings of the 12th ACM SIGKDD
    [17]
    Likert, R., A technique for the measurement of attitudes. Archives of Psychology. 1931
    [18]
    G. Marchionini, Exploratory search: From finding to understanding. Comm. ACM, 2006
    [19]
    Roberto Mirizzi and Tommaso Di Noia. From exploratory search to web search and back. In Proc. of the 3rd workshop on Ph.D. students in information and knowledge management, PIKM '10, 2010.
    [20]
    A. Musetti, A. G. Nuzzolese, F. Draicchio, V. Presutti, E. Blomqvist, A. Gangemi, and P. Ciancarini. 2012. Aemoo: Exploratory search based on knowledge patterns over the semantic web. Semantic Web Challenge.
    [21]
    A. Passant,. 2010. dbrec -- music recommendations using dbpedia. ISWC 2010
    [22]
    Rocha, C., Schwabe, D., and de Aragão, M. P.: A Hybrid Approach for Searching in the Semantic Web. In Proc. of the 13th International World Wide Web Conference, 2004
    [23]
    Rodríguez, J. M. Á., Gayo, J. E. L., & Ordoññez de Pablos, P. (2012). An Extensible Framework to Sort out Nodes in Graph-Based Structures Powered by the Spreading Activation Technique: The ONTOSPREAD Approach. International Journal of Knowledge Society Research
    [24]
    Scheir, P., Ghidini, C., & Lindstaedt, S. N., Improving search on the semantic desktop using associative retrieval techniques. Proceedings of I-MEDIA, 221--228. 2007
    [25]
    Sprinthall, R. Basic Statistical Analysis. Prentice-Hall, New Jersey. 1997
    [26]
    Waitelonis, J., Sack, H., Augmenting Video Search with Linked Open Data. Int. Conf. on Semantic Systems 2009
    [27]
    White Ryen, Roth Resa A., Exploratory Search: Beyond the Query-Response Paradigm, Morgan and Claypool Publishers, March 2, 2009, ISBN-10: 159829783X

    Cited By

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    • (2023)SKATEBOARD: Semantic Knowledge Advanced Tool for Extraction, Browsing, Organisation, Annotation, Retrieval, and DiscoveryApplied Sciences10.3390/app13211178213:21(11782)Online publication date: 27-Oct-2023
    • (2022)Searching the Literature: An Analysis of an Exploratory Search TaskProceedings of the 2022 Conference on Human Information Interaction and Retrieval10.1145/3498366.3505818(146-157)Online publication date: 14-Mar-2022
    • (2021)Knowledge models from PDF textbooksNew Review of Hypermedia and Multimedia10.1080/13614568.2021.1889692(1-49)Online publication date: 28-Feb-2021
    • Show More Cited By

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    1. Discovery hub: on-the-fly linked data exploratory search

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      cover image ACM Other conferences
      I-SEMANTICS '13: Proceedings of the 9th International Conference on Semantic Systems
      September 2013
      158 pages
      ISBN:9781450319720
      DOI:10.1145/2506182
      Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

      Sponsors

      • St. Pölten University: St. Pölten University of Applied Sciences, Austria
      • HPI: Hasso-Plattner-Institut
      • Compass Verlag: Compass Verlag
      • Wolters Kluwer: Wolters Kluwer, Germany
      • Semantic Web Company: Semantic Web Company
      • TUG: Technical University of Graz

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      Association for Computing Machinery

      New York, NY, United States

      Publication History

      Published: 04 September 2013

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      Author Tags

      1. DBpedia
      2. discovery engine
      3. exploratory search system
      4. linked data
      5. semantic spreading activation
      6. semantic web

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      ISEM '13
      Sponsor:
      • St. Pölten University
      • HPI
      • Compass Verlag
      • Wolters Kluwer
      • Semantic Web Company
      • TUG

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      Overall Acceptance Rate 40 of 182 submissions, 22%

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      Cited By

      View all
      • (2023)SKATEBOARD: Semantic Knowledge Advanced Tool for Extraction, Browsing, Organisation, Annotation, Retrieval, and DiscoveryApplied Sciences10.3390/app13211178213:21(11782)Online publication date: 27-Oct-2023
      • (2022)Searching the Literature: An Analysis of an Exploratory Search TaskProceedings of the 2022 Conference on Human Information Interaction and Retrieval10.1145/3498366.3505818(146-157)Online publication date: 14-Mar-2022
      • (2021)Knowledge models from PDF textbooksNew Review of Hypermedia and Multimedia10.1080/13614568.2021.1889692(1-49)Online publication date: 28-Feb-2021
      • (2020)MusX: Online Exploring and Visualizing Graph-Based Musical Adaptations2020 IEEE 36th International Conference on Data Engineering (ICDE)10.1109/ICDE48307.2020.00157(1734-1737)Online publication date: Apr-2020
      • (2019)Similarity-based knowledge graph queries for recommendation retrievalSemantic Web10.3233/SW-19035310:6(1007-1037)Online publication date: 1-Jan-2019
      • (2019)Expanding the Web of KnowledgeProceedings of the 30th ACM Conference on Hypertext and Social Media10.1145/3342220.3343671(9-18)Online publication date: 12-Sep-2019
      • (2019)LINDASearch: a faceted search system for linked open datasetsWireless Networks10.1007/s11276-019-02029-zOnline publication date: 22-May-2019
      • (2019)A Brief Survey on Exploratory Search SystemsProceedings of the Third International Conference on Microelectronics, Computing and Communication Systems10.1007/978-981-13-7091-5_34(419-429)Online publication date: 24-May-2019
      • (2018)Towards an Objective Assessment Framework for Linked Data QualityInformation Retrieval and Management10.4018/978-1-5225-5191-1.ch021(453-478)Online publication date: 2018
      • (2018)Recommending Queries by Extracting Thematic Experiences from Complex Search TasksEntropy10.3390/e2006045920:6(459)Online publication date: 13-Jun-2018
      • Show More Cited By

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