Skip to main content
Top

2014 | OriginalPaper | Chapter

Visualization of Semantic Data Based on Selected Predicates

Authors : Gábor Rácz, Gergő Gombos, Attila Kiss

Published in: Transactions on Computational Collective Intelligence XIV

Publisher: Springer Berlin Heidelberg

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Due to the spreading of semantic technologies, the volume of the datasets that are described in the Resource Description Framework (RDF) is dynamically growing. The RDF framework is suitable for integrating data from heterogeneous sources; however, the resulted datasets can be larger and extremely complex than before, new tools are needed to analyze them. In this paper, we present a method which aims to help to understand the structure of semantic datasets. It can reduce the size and the complexity of a dataset while preserves the selected parts of it. The method consists of a filtering and a compaction phases that are implemented according to the MapReduce distributed programing model to be able to handle large volume of data. The result of the method can be visualized as a labeled directed graph that is suitable to give an overview of the structure of the dataset. It may reveal hidden connections or different kinds of problems related to the completeness and correctness of the data.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Alexander, K., Hausenblas, M.: Describing linked datasets-on the design and usage of void, the vocabulary of interlinked datasets. In: Linked Data on the Web Workshop (LDOW 09), in conjunction with 18th International World Wide Web Conference (WWW 09) (2009) Alexander, K., Hausenblas, M.: Describing linked datasets-on the design and usage of void, the vocabulary of interlinked datasets. In: Linked Data on the Web Workshop (LDOW 09), in conjunction with 18th International World Wide Web Conference (WWW 09) (2009)
2.
go back to reference Auer, S., Bizer, C., Kobilarov, G., Lehmann, J., Cyganiak, R., Ives, Z.: DBpedia: a nucleus for a web of open data. In: Aberer, K., et al. (eds.) SWC/ASWC 2007. LNCS, vol. 4825, pp. 722–735. Springer, Heidelberg (2007) CrossRef Auer, S., Bizer, C., Kobilarov, G., Lehmann, J., Cyganiak, R., Ives, Z.: DBpedia: a nucleus for a web of open data. In: Aberer, K., et al. (eds.) SWC/ASWC 2007. LNCS, vol. 4825, pp. 722–735. Springer, Heidelberg (2007) CrossRef
3.
4.
go back to reference Berners-Lee, T., Hendler, J., Lassila, O., et al.: The semantic web. Sci. Am. 284(5), 28–37 (2001)CrossRef Berners-Lee, T., Hendler, J., Lassila, O., et al.: The semantic web. Sci. Am. 284(5), 28–37 (2001)CrossRef
5.
go back to reference Bollacker, K., Evans, C., Paritosh, P., Sturge, T., Taylor, J.: Freebase: a collaboratively created graph database for structuring human knowledge. In: Proceedings of the 2008 ACM SIGMOD International Conference on Management of Data, pp. 1247–1250. ACM (2008) Bollacker, K., Evans, C., Paritosh, P., Sturge, T., Taylor, J.: Freebase: a collaboratively created graph database for structuring human knowledge. In: Proceedings of the 2008 ACM SIGMOD International Conference on Management of Data, pp. 1247–1250. ACM (2008)
6.
go back to reference Brandes, U., Eiglsperger, M., Lerner, J., Pich, C.: Graph markup language (GraphML). Bibliothek der Universität Konstanz (2010) Brandes, U., Eiglsperger, M., Lerner, J., Pich, C.: Graph markup language (GraphML). Bibliothek der Universität Konstanz (2010)
7.
go back to reference Chen, B., Ding, Y. Wang, H. Wild, D.J., Dong, X., Sun, Y., Zhu, Q., Sankaranarayanan, M.: Chem2bio2rdf: a linked open data portal for systems chemical biology. In: 2010 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT), vol. 1, pp. 232–239. IEEE (2010) Chen, B., Ding, Y. Wang, H. Wild, D.J., Dong, X., Sun, Y., Zhu, Q., Sankaranarayanan, M.: Chem2bio2rdf: a linked open data portal for systems chemical biology. In: 2010 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT), vol. 1, pp. 232–239. IEEE (2010)
8.
go back to reference Dean, J., Ghemawat, S.: MapReduce: simplified data processing on large clusters. Commun. ACM 51(1), 107–113 (2008)CrossRef Dean, J., Ghemawat, S.: MapReduce: simplified data processing on large clusters. Commun. ACM 51(1), 107–113 (2008)CrossRef
9.
go back to reference Deligiannidis, L., Kochut, K.J., Sheth, A.P.: RDF data exploration and visualization. In: Proceedings of the ACM First Workshop on CyberInfrastructure: Information Management in eScience, pp. 39–46. ACM (2007) Deligiannidis, L., Kochut, K.J., Sheth, A.P.: RDF data exploration and visualization. In: Proceedings of the ACM First Workshop on CyberInfrastructure: Information Management in eScience, pp. 39–46. ACM (2007)
10.
go back to reference Dokulil, J., Katreniaková, J.: Visual exploration of RDF data. In: Geffert, V., Karhumäki, J., Bertoni, A., Preneel, B., Návrat, P., Bieliková, M. (eds.) SOFSEM 2008. LNCS, vol. 4910, pp. 672–683. Springer, Heidelberg (2008) Dokulil, J., Katreniaková, J.: Visual exploration of RDF data. In: Geffert, V., Karhumäki, J., Bertoni, A., Preneel, B., Návrat, P., Bieliková, M. (eds.) SOFSEM 2008. LNCS, vol. 4910, pp. 672–683. Springer, Heidelberg (2008)
11.
go back to reference Duong, T.H., Jo, G., Jung, J.J., Nguyen, N.T.: Complexity analysis of ontology integration methodologies: a comparative study. J. UCS 15(4), 877–897 (2009)MATHMathSciNet Duong, T.H., Jo, G., Jung, J.J., Nguyen, N.T.: Complexity analysis of ontology integration methodologies: a comparative study. J. UCS 15(4), 877–897 (2009)MATHMathSciNet
12.
go back to reference Gutierrez, C., Hurtado, C., Mendelzon, A.O.: Foundations of semantic web databases. In Proceedings of the Twenty-Third ACM SIGMOD-SIGACT-SIGART Symposium on Principles of Database Systems, pp. 95–106. ACM (2004) Gutierrez, C., Hurtado, C., Mendelzon, A.O.: Foundations of semantic web databases. In Proceedings of the Twenty-Third ACM SIGMOD-SIGACT-SIGART Symposium on Principles of Database Systems, pp. 95–106. ACM (2004)
13.
go back to reference Harris, S., Seaborne, A.: Sparql 1.1 query language. Technical report, W3C (2010) Harris, S., Seaborne, A.: Sparql 1.1 query language. Technical report, W3C (2010)
14.
go back to reference Henzinger, M.R., Henzinger, T.A., Kopke, P.W.: Computing simulations on finite and infinite graphs. In: Proceedings of 36th Annual Symposium on Foundations of Computer Science, 1995, pp. 453–462. IEEE (1995) Henzinger, M.R., Henzinger, T.A., Kopke, P.W.: Computing simulations on finite and infinite graphs. In: Proceedings of 36th Annual Symposium on Foundations of Computer Science, 1995, pp. 453–462. IEEE (1995)
15.
go back to reference Husain, M., Khan, L., Kantarcioglu, M., Thuraisingham, B.: Data intensive query processing for large RDF graphs using cloud computing tools. In: 2010 IEEE 3rd International Conference on Cloud Computing (CLOUD), pp. 1–10. IEEE (2010) Husain, M., Khan, L., Kantarcioglu, M., Thuraisingham, B.: Data intensive query processing for large RDF graphs using cloud computing tools. In: 2010 IEEE 3rd International Conference on Cloud Computing (CLOUD), pp. 1–10. IEEE (2010)
16.
go back to reference Lassila, O., Swick, R.R., et al.: Resource description framework (RDF) model and syntax specification (1998) Lassila, O., Swick, R.R., et al.: Resource description framework (RDF) model and syntax specification (1998)
17.
go back to reference Micsik, A., Turbucz, S., Tóth, Z.: Browsing and traversing linked data with lodmilla. ERCIM News 2014(96), 35–36 (2014) Micsik, A., Turbucz, S., Tóth, Z.: Browsing and traversing linked data with lodmilla. ERCIM News 2014(96), 35–36 (2014)
18.
go back to reference Molnár, A.J., Benczúr, A.A., Sidló, C.I.: Flexible and efficient distributed resolution of large entities. In: Lukasiewicz, T., Sali, A. (eds.) FoIKS 2012. LNCS, vol. 7153, pp. 244–263. Springer, Heidelberg (2012) CrossRef Molnár, A.J., Benczúr, A.A., Sidló, C.I.: Flexible and efficient distributed resolution of large entities. In: Lukasiewicz, T., Sali, A. (eds.) FoIKS 2012. LNCS, vol. 7153, pp. 244–263. Springer, Heidelberg (2012) CrossRef
19.
go back to reference Nguyen, N.T.: Inconsistency of knowledge and collective intelligence. Cybern. Syst. Int. J. 39(6), 542–562 (2008)CrossRefMATH Nguyen, N.T.: Inconsistency of knowledge and collective intelligence. Cybern. Syst. Int. J. 39(6), 542–562 (2008)CrossRefMATH
20.
go back to reference Schätzle, A., Neu, A., Lausen, G., Przyjaciel-Zablocki, M.: Large-scale bisimulation of RDF graphs. In: Proceedings of the Fifth Workshop on Semantic Web Information Management, p. 1. ACM (2013) Schätzle, A., Neu, A., Lausen, G., Przyjaciel-Zablocki, M.: Large-scale bisimulation of RDF graphs. In: Proceedings of the Fifth Workshop on Semantic Web Information Management, p. 1. ACM (2013)
21.
go back to reference Suchanek, F.M., Kasneci, G., Weikum, G.: Yago: a core of semantic knowledge. In: Proceedings of the 16th International Conference on World Wide Web, pp. 697–706. ACM (2007) Suchanek, F.M., Kasneci, G., Weikum, G.: Yago: a core of semantic knowledge. In: Proceedings of the 16th International Conference on World Wide Web, pp. 697–706. ACM (2007)
22.
go back to reference Voigt, M., Pietschmann, S., Meißner, K.: Towards a semantics-based, end-user-centered information visualization process. In Proceedings of the 3rd International Workshop on Semantic Models for Adaptive Interactive Systems (SEMAIS 2012) (2012) Voigt, M., Pietschmann, S., Meißner, K.: Towards a semantics-based, end-user-centered information visualization process. In Proceedings of the 3rd International Workshop on Semantic Models for Adaptive Interactive Systems (SEMAIS 2012) (2012)
23.
go back to reference White, T.: Hadoop: The Definitive Guide. O’Reilly Media Inc, Sebastopol (2012) White, T.: Hadoop: The Definitive Guide. O’Reilly Media Inc, Sebastopol (2012)
Metadata
Title
Visualization of Semantic Data Based on Selected Predicates
Authors
Gábor Rácz
Gergő Gombos
Attila Kiss
Copyright Year
2014
Publisher
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-662-44509-9_9

Premium Partner