A decade of Semantic Web research through the lenses of a mixed methods approach

Kirrane, Sabrina ORCID: https://orcid.org/0000-0002-6955-7718 and Sabou, Marta and Fernández, Javier D. and Osborne, Francesco and Robin, Cécile and Buitelaar, Paul and Motta, Enrico and Polleres, Axel (2020) A decade of Semantic Web research through the lenses of a mixed methods approach. Semantic Web. pp. 1-28. ISSN 1570-0844

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Abstract

The identification of research topics and trends is an important scientometric activity, as it can help guide the direction of future research. In the Semantic Web area, initially topic and trend detection was primarily performed through qualitative, top-down style approaches, that rely on expert knowledge. More recently, data-driven, bottom-up approaches have been proposed that offer a quantitative analysis of the evolution of a research domain. In this paper, we aim to provide a broader and more complete picture of Semantic Web topics and trends by adopting a mixed methods methodology, which allows for the combined use of both qualitative and quantitative approaches. Concretely, we build on a qualitative analysis of the main seminal papers, which adopt a top-down approach, and on quantitative results derived with three bottom-up data-driven approaches (Rexplore, Saffron, PoolParty), on a corpus of Semantic Web papers published between 2006 and 2015. In this process, we both use the latter for “fact-checking” on the former and also to derive key findings in relation to the strengths and weaknesses of top-down and bottom up approaches to research topic identification. Although we provide a detailed study on the past decade of Semantic Web research, the findings and the methodology are relevant not only for our community but beyond the area of the Semantic Web to other research fields as well.

Item Type: Article
Divisions: Departments > Wirtschaftsinformatik u. Operations Mgmt > Wirtschaftsinformatik und Neue Medien
Version of the Document: Accepted for Publication
Depositing User: Sabrina Kirrane
Date Deposited: 09 Apr 2021 10:51
Last Modified: 09 Apr 2021 10:51
Related URLs:
FIDES Link: https://bach.wu.ac.at/d/research/results/96253/
URI: https://epub.wu.ac.at/id/eprint/7768

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