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Using the Semantic Web in digital humanities: : Shift from data publishing to data-analysis and serendipitous knowledge discovery

Published: 01 January 2020 Publication History
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  • Abstract

    This paper discusses a shift of focus in research on Cultural Heritage semantic portals, based on Linked Data, and envisions and proposes new directions of research. Three generations of portals are identified: Ten years ago the research focus in semantic portal development was on data harmonization, aggregation, search, and browsing (“first generation systems”). At the moment, the rise of Digital Humanities research has started to shift the focus to providing the user with integrated tools for solving research problems in interactive ways (“second generation systems”). This paper envisions and argues that the next step ahead to “third generation systems” is based on Artificial Intelligence: future portals not only provide tools for the human to solve problems but are used for finding research problems in the first place, for addressing them, and even for solving them automatically under the constraints set by the human researcher. Such systems should preferably be able to explain their reasoning, which is an important aspect in the source critical humanities research tradition. The second and third generation systems set new challenges for both computer scientists and humanities researchers.

    References

    [1]
    [2]
    R. Baeza-Yates and B. Ribeiro-Neto, Modern Information Retrieval, 2nd edn, Addison-Wesley, New York, 2011.
    [3]
    C. Bekiari, M. Doerr, P.L. Bœuf and P. Riva (eds), Definition of FRBRoo. A Conceptual Model for Bibliographic Information in Object-Oriented Formalism, International Federation of Library Associations and Institutions (IFLA), 2015, https://www.ifla.org/files/assets/cataloguing/FRBRoo/frbroo_v_2.4.pdf.
    [4]
    Biography Portal of the Netherlands, http://www.biografischportaal.nl/en.
    [5]
    M.A. Boden, Computer models of creativity, AI Magazine 30(3) (2009), 23–34. http://www.aaai.org/ojs/index.php/aimagazine/article/view/2254.
    [6]
    M.R. Brett, Topic modeling: A basic introduction, Journal of Digital Humanities 2(1) (2012). http://journalofdigitalhumanities.org/2-1/topic-modeling-a-basic-introduction-by-megan-r-brett/.
    [7]
    M. Chen, Efficient vector representation for documents through corruption, in: 5th International Conference on Learning Representations, OpenReview.net, 2017.
    [8]
    A.-S. Dadzie and M. Rowe, Approaches to visualising Linked Data: A survey, Semantic Web – Interoperability, Usability, Applicability 1(1–2) (2011).
    [9]
    Dictionary of Swedish National Biography, https://sok.riksarkivet.se/Sbl/Start.aspx?lang=en.
    [10]
    M. Doerr, The CIDOC CRM – an ontological approach to semantic interoperability of metadata, AI Magazine 24(3) (2003), 75–92.
    [11]
    A. Field, J. Miles and Z. Field, Discovering Statistics Using R, SAGE Publications Inc., USA, 2015.
    [12]
    E. Gardiner and R.G. Musto, The Digital Humanities: A Primer for Students and Scholars, Cambridge University Press, New York, NY, USA, 2015.
    [13]
    E. Hyvönen, Publishing and Using Cultural Heritage Linked Data on the Semantic Web, Morgan & Claypool, Palo Alto, CA, 2012.
    [14]
    E. Hyvönen, Cultural heritage linked data on the Semantic Web: Three case studies using the sampo model, in: VIII Encounter of Documentation Centres of Contemporary Art: Open Linked Data and Integral Management of Information in Cultural Centres Artium, Vitoria-Gasteiz, Spain, October 19–20, 2016, 2016.
    [15]
    E. Hyvönen, “Sampo” Model and Semantic Portals for Digital Humanities on the Semantic Web, Digital Humanities in Nordic Countries (DHN 2020), Proceedings, accepted, 2020, https://seco.cs.aalto.fi/publications/2020/hyvonen-sampos-dhn-2020.pdf.
    [16]
    E. Hyvönen, P. Leskinen, M. Tamper, H. Rantala, E. Ikkala, J. Tuominen and K. Keravuori, BiographySampo – publishing and enriching biographies on the semantic web for digital humanities research, in: The Semantic Web. 16th International Conference, ESWC 2019, Proceedings, Portorož, Slovenia, June 2–6, 2019, Springer–Verlag, 2019. http://doi.org/10.1007/978-3-030-21348-0.
    [17]
    E. Hyvönen and H. Rantala, Knowledge-based relation discovery in cultural heritage knowledge graphs, in: Proceedings of the 4th Digital Humanities in the Nordic Countries Conference (DHN 2019), CEUR Workshop Proceedings, Vol. 2364, 2019.
    [18]
    D. Jannach, M. Zanker, A. Felfernig and G. Friedrich, Recommender Systems. An Introduction, Cambridge University Press, Cambridge, UK, 2011.
    [19]
    T. Keith, Changing Conceptions of National Biography, Cambridge University Press, 2004.
    [20]
    O. Lassila, Serendipitous interoperability, in: The Semantic Web Kick-Off in Finland – Vision, Technologies, Research, and Applications, Helsinki Institute for Information Technology, 2002, HIIT Publications 2002-001.
    [21]
    Q. Le and T. Mikolov, Distributed representations of sentences and documents, in: International Conference on Machine Learning, 2014, pp. 1188–1196.
    [22]
    P. Leskinen, G. Miyakita, M. Koho and E. Hyvönen, Combining faceted search with data-analytic visualizations on top of a SPARQL endpoint, in: Proceedings of VOILA 2018, Vol. 2187, CEUR Workshop Proceedings, Monterey, CA, 2018.
    [23]
    B. Liu, Sentiment Analysis and Opinion Mining, Morgan & Claypool, Palo Alto, CA, 2012.
    [24]
    S. Lohmann, P. Heim, T. Stegemann and J. Ziegler, The RelFinder user interface: Interactive exploration of relationships between objects of interest, in: Proceedings of the 14th International Conference on Intelligent User Interfaces (IUI 2010), ACM, 2010, pp. 421–422.
    [25]
    O. Maimon and L. Rokach (eds), The Data Mining and Knowledge Discovery Handbook, Springer–Verlag, 2005, http://doi.org/10.1007/978-0-387-09823-4.
    [26]
    W. McCarty, Humanities Computing, Palgrave, London, 2005.
    [27]
    T. Mikolov, I. Sutskever, K. Chen, G. Corrado and J. Dean, Distributed Representations of Words and Phrases and their Compositionality, 2013, http://arxiv.org/abs/1310.4546.
    [28]
    [30]
    E. Otte and R. Rousseau, Social network analysis: A powerful strategy, also for the information sciences, Journal of information Science 28(6) (2002), 441–453.
    [31]
    G. Piatetsky-Shapiro and W. Frawley (eds), Knowledge Discovery in Databases, The MIT Press, Cambridge, MA, 1991.
    [32]
    B. Roberts, Biographical Research, Understanding Social Research, Open University Press, 2002, ISBN 9780335202867.
    [33]
    K. Shultz, in: What Is Distant, Vol. 24, Reading? New York Times, 2011.
    [34]
    A. Silbershactz and A. Tuzhilin, On subjective measures on interestingness in knowledge discovery, in: Proceedings of KDD-1995, AAAI Press, 1995.
    [35]
    G. Tartari and A. Hogan, WiSP: Weighted shortest paths for RDF graphs, in: Proceedings of VOILA 2018, CEUR Workshop Proc., Vol. 2187, 2018, pp. 37–52.
    [36]
    D. Tunkelang, Faceted search, Synthesis Lectures on Information Concepts, Retrieval, and Services 1(1) (2009), 1–80.
    [37]
    K. Verboven, M. Carlier and J. Dumolyn, A short manual to the art of prosopography, in: Prosopography Approaches and Applications. A Handbook, Unit for Prosopographical Research, Linacre, College, 2007, pp. 35–70. 1854/8212.
    [38]
    C.N. Warren, D. Shore, J. Otis, L. Wang, M. Finegold and C. Shalizi, Six degrees of francis bacon: A statistical method for reconstructing large historical social networks, DHQ: Digital Humanities Quarterly 10(3) (2016).

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                Published In

                cover image Semantic Web
                Semantic Web  Volume 11, Issue 1
                2020
                192 pages
                ISSN:1570-0844
                EISSN:2210-4968
                Issue’s Table of Contents

                Publisher

                IOS Press

                Netherlands

                Publication History

                Published: 01 January 2020

                Author Tags

                1. Digital Humanities
                2. Linked Data
                3. Semantic portals
                4. Data analysis
                5. knowledge discovery

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                • (2024)Musical Meetups Knowledge Graph (MMKG): A Collection of Evidence for Historical Social Network AnalysisThe Semantic Web10.1007/978-3-031-60635-9_7(110-127)Online publication date: 26-May-2024
                • (2023)Semantic Solutions for Democratizing Archaeological and Numismatic Data AnalysisJournal on Computing and Cultural Heritage 10.1145/362530216:4(1-18)Online publication date: 6-Oct-2023
                • (2023)An Ontological Approach for Unlocking the Colonial ArchiveJournal on Computing and Cultural Heritage 10.1145/359472716:4(1-18)Online publication date: 16-Nov-2023
                • (2023)LetterSampo–Historical Letters on the Semantic Web: A Framework and Its Application to Publishing and Using Epistolary DataJournal on Computing and Cultural Heritage 10.1145/356937216:1(1-23)Online publication date: 14-Mar-2023
                • (2023)The Holocaust Archival Material Knowledge GraphThe Semantic Web – ISWC 202310.1007/978-3-031-47243-5_20(362-379)Online publication date: 6-Nov-2023
                • (2023)An automatic data quality approach to assess semantic data from cultural heritage institutionsJournal of the Association for Information Science and Technology10.1002/asi.2476174:7(866-878)Online publication date: 21-Apr-2023
                • (2022)WarVictimSampo 1914–1922: A National War Memorial on the Semantic Web for Digital Humanities Research and ApplicationsJournal on Computing and Cultural Heritage 10.1145/347760615:1(1-18)Online publication date: 22-Jan-2022
                • (2022)Towards a Similarity Algorithm for Controlled Vocabularies Within the Digital HumanitiesThe Semantic Web: ESWC 2022 Satellite Events10.1007/978-3-031-11609-4_33(179-188)Online publication date: 29-May-2022
                • (2021)Sampo-UISemantic Web10.3233/SW-21042813:1(69-84)Online publication date: 25-Nov-2021
                • (2020)Publishing and Using Legislation and Case Law as Linked Open Data on the Semantic WebThe Semantic Web: ESWC 2020 Satellite Events10.1007/978-3-030-62327-2_19(110-114)Online publication date: 31-May-2020

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