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2017 | OriginalPaper | Buchkapitel

Modeling, Generating, and Publishing Knowledge as Linked Data

verfasst von : Anastasia Dimou, Pieter Heyvaert, Ruben Taelman, Ruben Verborgh

Erschienen in: Knowledge Engineering and Knowledge Management

Verlag: Springer International Publishing

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Abstract

The process of extracting, structuring, and organizing knowledge from one or multiple data sources and preparing it for the Semantic Web requires a dedicated class of systems. They enable processing large and originally heterogeneous data sources and capturing new knowledge. Offering existing data as Linked Data increases its shareability, extensibility, and reusability. However, using Linking Data as a means to represent knowledge can be easier said than done. In this tutorial, we elaborate on the importance of semantically annotating data and how existing technologies facilitate their mapping to Linked Data. We introduce [R2]RML languages to generate Linked Data derived from different heterogeneous data formats –e.g.,  DBs, XML, or JSON– and from different interfaces –e.g.,  files or Web apis. Those who are not Semantic Web experts can annotate their data with the RMLEditor, whose user interface hides all underlying Semantic Web technologies to data owners. Last, we show how to easily publish Linked Data on the Web as Triple Pattern Fragments. As a result, participants, independently of their knowledge background, can model, annotate and publish data on their own.

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Literatur
2.
Zurück zum Zitat Barbieri, D.F., Braga, D., Ceri, S., Valle, E.D., Grossniklaus, M.: Querying rdf streams with CSPARQL. Sigmod Rec. 39(1), 20–26 (2010)CrossRefMATH Barbieri, D.F., Braga, D., Ceri, S., Valle, E.D., Grossniklaus, M.: Querying rdf streams with CSPARQL. Sigmod Rec. 39(1), 20–26 (2010)CrossRefMATH
5.
Zurück zum Zitat Dimou, A., De Nies, T., Verborgh, R., Mannens, E., Van de Walle, R.: Automated metadata generation for Linked Data generation and publishing workflows. In: Auer, S., Berners-Lee, T., Bizer, C., Heath, T. (eds.) Proceedings of the 9th Workshop on Linked Data on the Web. CEUR Workshop Proceedings, vol. 1593, April 2016 Dimou, A., De Nies, T., Verborgh, R., Mannens, E., Van de Walle, R.: Automated metadata generation for Linked Data generation and publishing workflows. In: Auer, S., Berners-Lee, T., Bizer, C., Heath, T. (eds.) Proceedings of the 9th Workshop on Linked Data on the Web. CEUR Workshop Proceedings, vol. 1593, April 2016
6.
Zurück zum Zitat Dimou, A., Heyvaert, P., Maroy, W., De Graeve, L., Verborgh, R., Mannens, E.: Towards an interface for user-friendly Linked Data generation administration. In: Kawamura, T., Paulheim, H. (eds.) Proceedings of the 15th International Semantic Web Conference: Posters and Demos. CEUR Workshop Proceedings, vol. 1690, October 2016 Dimou, A., Heyvaert, P., Maroy, W., De Graeve, L., Verborgh, R., Mannens, E.: Towards an interface for user-friendly Linked Data generation administration. In: Kawamura, T., Paulheim, H. (eds.) Proceedings of the 15th International Semantic Web Conference: Posters and Demos. CEUR Workshop Proceedings, vol. 1690, October 2016
7.
Zurück zum Zitat Dimou, A., Kontokostas, D., Freudenberg, M., Verborgh, R., Lehmann, J., Mannens, E., Hellmann, S., Walle, R.: Assessing and refining mappingsto RDF to improve dataset quality. In: Arenas, M., et al. (eds.) ISWC 2015. LNCS, vol. 9367, pp. 133–149. Springer, Cham (2015). doi:10.1007/978-3-319-25010-6_8 CrossRef Dimou, A., Kontokostas, D., Freudenberg, M., Verborgh, R., Lehmann, J., Mannens, E., Hellmann, S., Walle, R.: Assessing and refining mappingsto RDF to improve dataset quality. In: Arenas, M., et al. (eds.) ISWC 2015. LNCS, vol. 9367, pp. 133–149. Springer, Cham (2015). doi:10.​1007/​978-3-319-25010-6_​8 CrossRef
8.
Zurück zum Zitat Dimou, A., Vander Sande, M., Colpaert, P., Verborgh, R., Mannens, E., Van de Walle, R.: RML: a generic language for integrated rdf mappings of heterogeneous data. In: Proceedings of the 7th Workshop on Linked Data on the Web. CEUR Workshop Proceedings, vol. 1184, April 2014 Dimou, A., Vander Sande, M., Colpaert, P., Verborgh, R., Mannens, E., Van de Walle, R.: RML: a generic language for integrated rdf mappings of heterogeneous data. In: Proceedings of the 7th Workshop on Linked Data on the Web. CEUR Workshop Proceedings, vol. 1184, April 2014
9.
Zurück zum Zitat Dimou, A., Verborgh, R., Vander Sande, M., Mannens, E., Van de Walle, R.: Machine-interpretable dataset and service descriptions for heterogeneous data access and retrieval. In: Proceedings of the 11th International Conference on Semantic Systems, pp. 145–152, September 2015 Dimou, A., Verborgh, R., Vander Sande, M., Mannens, E., Van de Walle, R.: Machine-interpretable dataset and service descriptions for heterogeneous data access and retrieval. In: Proceedings of the 11th International Conference on Semantic Systems, pp. 145–152, September 2015
11.
Zurück zum Zitat Fernández, J.D., Martínez-Prieto, M.A., Gutiérrez, C., Polleres, A., Arias, M.: Binary rdf representation for publication and exchange (HDT). Web Semant. Sci. Serv. Agents World Wide Web 19, 22–41 (2013)CrossRef Fernández, J.D., Martínez-Prieto, M.A., Gutiérrez, C., Polleres, A., Arias, M.: Binary rdf representation for publication and exchange (HDT). Web Semant. Sci. Serv. Agents World Wide Web 19, 22–41 (2013)CrossRef
13.
Zurück zum Zitat Hartig, O., Bizer, C., Freytag, J.-C.: Executing SPARQL queries over the web of Linked Data. In: Bernstein, A., Karger, D.R., Heath, T., Feigenbaum, L., Maynard, D., Motta, E., Thirunarayan, K. (eds.) ISWC 2009. LNCS, vol. 5823, pp. 293–309. Springer, Heidelberg (2009). doi:10.1007/978-3-642-04930-9_19 CrossRef Hartig, O., Bizer, C., Freytag, J.-C.: Executing SPARQL queries over the web of Linked Data. In: Bernstein, A., Karger, D.R., Heath, T., Feigenbaum, L., Maynard, D., Motta, E., Thirunarayan, K. (eds.) ISWC 2009. LNCS, vol. 5823, pp. 293–309. Springer, Heidelberg (2009). doi:10.​1007/​978-3-642-04930-9_​19 CrossRef
14.
Zurück zum Zitat Heyvaert, P., Dimou, A., Herregodts, A.-L., Verborgh, R., Schuurman, D., Mannens, E., Walle, R.: RMLEditor: a graph-based mapping editor for Linked Data mappings. In: Sack, H., Blomqvist, E., d’Aquin, M., Ghidini, C., Ponzetto, S.P., Lange, C. (eds.) ESWC 2016. LNCS, vol. 9678, pp. 709–723. Springer, Cham (2016). doi:10.1007/978-3-319-34129-3_43 CrossRef Heyvaert, P., Dimou, A., Herregodts, A.-L., Verborgh, R., Schuurman, D., Mannens, E., Walle, R.: RMLEditor: a graph-based mapping editor for Linked Data mappings. In: Sack, H., Blomqvist, E., d’Aquin, M., Ghidini, C., Ponzetto, S.P., Lange, C. (eds.) ESWC 2016. LNCS, vol. 9678, pp. 709–723. Springer, Cham (2016). doi:10.​1007/​978-3-319-34129-3_​43 CrossRef
15.
Zurück zum Zitat Heyvaert, P., Dimou, A., Verborgh, R., Mannens, E., Van de Walle, R.: Towards a uniform user interface for editing mapping definitions. In: Proceedings of the 4th Workshop on Intelligent Exploration of Semantic Data. CEUR Workshop Proceedings, vol. 1472, October 2015 Heyvaert, P., Dimou, A., Verborgh, R., Mannens, E., Van de Walle, R.: Towards a uniform user interface for editing mapping definitions. In: Proceedings of the 4th Workshop on Intelligent Exploration of Semantic Data. CEUR Workshop Proceedings, vol. 1472, October 2015
16.
Zurück zum Zitat Heyvaert, P., Dimou, A., Verborgh, R., Mannens, E., Van de Walle, R.: Towards approaches for generating RDF mapping definitions. In: Proceedings of the 14th International Semantic Web Conference: Posters and Demos. CEUR Workshop Proceedings, vol. 1486, October 2015 Heyvaert, P., Dimou, A., Verborgh, R., Mannens, E., Van de Walle, R.: Towards approaches for generating RDF mapping definitions. In: Proceedings of the 14th International Semantic Web Conference: Posters and Demos. CEUR Workshop Proceedings, vol. 1486, October 2015
18.
Zurück zum Zitat Kontokostas, D., Westphal, P., Auer, S., Hellmann, S., Lehmann, J., Cornelissen, R., Zaveri, A.: Test-driven evaluation of Linked Data quality. In: Proceedings of the 23rd International Conference on World Wide Web (2014) Kontokostas, D., Westphal, P., Auer, S., Hellmann, S., Lehmann, J., Cornelissen, R., Zaveri, A.: Test-driven evaluation of Linked Data quality. In: Proceedings of the 23rd International Conference on World Wide Web (2014)
20.
Zurück zum Zitat Pérez, J., Arenas, M., Gutierrez, C.: Semantics and complexity of SPARQL. In: Cruz, I., et al. (eds.) ISWC 2006. LNCS, vol. 4273, pp. 30–43. Springer, Heidelberg (2006). doi:10.1007/11926078_3 CrossRef Pérez, J., Arenas, M., Gutierrez, C.: Semantics and complexity of SPARQL. In: Cruz, I., et al. (eds.) ISWC 2006. LNCS, vol. 4273, pp. 30–43. Springer, Heidelberg (2006). doi:10.​1007/​11926078_​3 CrossRef
21.
Zurück zum Zitat Taelman, R.: Continuously self-updating query results over dynamic heterogeneous Linked Data. In: Sack, H., Blomqvist, E., d’Aquin, M., Ghidini, C., Ponzetto, S.P., Lange, C. (eds.) ESWC 2016. LNCS, vol. 9678, pp. 863–872. Springer, Cham (2016). doi:10.1007/978-3-319-34129-3_55 CrossRef Taelman, R.: Continuously self-updating query results over dynamic heterogeneous Linked Data. In: Sack, H., Blomqvist, E., d’Aquin, M., Ghidini, C., Ponzetto, S.P., Lange, C. (eds.) ESWC 2016. LNCS, vol. 9678, pp. 863–872. Springer, Cham (2016). doi:10.​1007/​978-3-319-34129-3_​55 CrossRef
22.
Zurück zum Zitat Taelman, R., Verborgh, R., Colpaert, P., Mannens, E.: Continuous client-side query evaluation over dynamic Linked Data. In: Sack, H., Rizzo, G., Steinmetz, N., Mladenić, D., Auer, S., Lange, C. (eds.) ESWC 2016. LNCS, vol. 9989, pp. 273–289. Springer, Cham (2016). doi:10.1007/978-3-319-47602-5_44 CrossRef Taelman, R., Verborgh, R., Colpaert, P., Mannens, E.: Continuous client-side query evaluation over dynamic Linked Data. In: Sack, H., Rizzo, G., Steinmetz, N., Mladenić, D., Auer, S., Lange, C. (eds.) ESWC 2016. LNCS, vol. 9989, pp. 273–289. Springer, Cham (2016). doi:10.​1007/​978-3-319-47602-5_​44 CrossRef
23.
Zurück zum Zitat Umbrich, J., Decker, S., Hausenblas, M., Polleres, A., Hogan, A.: Towards dataset dynamics: change frequency of Linked Open data sources. In: Proceedings of the WWW 2010 Workshop on Linked Data on the Web. CEUR Workshop Proceedings, vol. 628, April 2010 Umbrich, J., Decker, S., Hausenblas, M., Polleres, A., Hogan, A.: Towards dataset dynamics: change frequency of Linked Open data sources. In: Proceedings of the WWW 2010 Workshop on Linked Data on the Web. CEUR Workshop Proceedings, vol. 628, April 2010
24.
Zurück zum Zitat Verborgh, R.: dbpedia’s triple pattern fragments: usage patterns and insights. In: Gandon, F., Guéret, C., Villata, S., Breslin, J., Faron-Zucker, C., Zimmermann, A. (eds.) ESWC 2015. LNCS, vol. 9341, pp. 431–442. Springer, Cham (2015). doi:10.1007/978-3-319-25639-9_54 CrossRef Verborgh, R.: dbpedia’s triple pattern fragments: usage patterns and insights. In: Gandon, F., Guéret, C., Villata, S., Breslin, J., Faron-Zucker, C., Zimmermann, A. (eds.) ESWC 2015. LNCS, vol. 9341, pp. 431–442. Springer, Cham (2015). doi:10.​1007/​978-3-319-25639-9_​54 CrossRef
25.
Zurück zum Zitat Verborgh, R.: Piecing the puzzle - self-publishing queryable research data on the Web. In: Proceedings of the 10th Workshop on Linked Data on the Web (2017) Verborgh, R.: Piecing the puzzle - self-publishing queryable research data on the Web. In: Proceedings of the 10th Workshop on Linked Data on the Web (2017)
26.
Zurück zum Zitat Verborgh, R., Vander Sande, M., Hartig, O., Van Herwegen, J., De Vocht, L., De Meester, B., Haesendonck, G., Colpaert, P.: Triple pattern fragments: a low-cost knowledge graph interface for the web. J. Web Semant. 37–38, 184–206 (2016)CrossRef Verborgh, R., Vander Sande, M., Hartig, O., Van Herwegen, J., De Vocht, L., De Meester, B., Haesendonck, G., Colpaert, P.: Triple pattern fragments: a low-cost knowledge graph interface for the web. J. Web Semant. 37–38, 184–206 (2016)CrossRef
27.
Zurück zum Zitat Zaveri, A., Rula, A., Maurino, A., Pietrobon, R., Lehmann, J., Auer, S.: Quality assessment for linked data: a survey. Semant. Web J. (2015) Zaveri, A., Rula, A., Maurino, A., Pietrobon, R., Lehmann, J., Auer, S.: Quality assessment for linked data: a survey. Semant. Web J. (2015)
Metadaten
Titel
Modeling, Generating, and Publishing Knowledge as Linked Data
verfasst von
Anastasia Dimou
Pieter Heyvaert
Ruben Taelman
Ruben Verborgh
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-58694-6_1