Skip to main content

2017 | OriginalPaper | Buchkapitel

The SemaDrift Protégé Plugin to Measure Semantic Drift in Ontologies: Lessons Learned

verfasst von : Thanos G. Stavropoulos, Stelios Andreadis, Efstratios Kontopoulos, Marina Riga, Panagiotis Mitzias, Ioannis Kompatsiaris

Erschienen in: Knowledge Engineering and Knowledge Management

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Semantic drift is an active research field, which aims to identify and measure changes in ontologies across time and versions. Yet, only few practical methods have emerged that are directly applicable to Semantic Web constructs, while the lack of relevant applications and tools is even greater. This paper presents the findings, current limitations and lessons learned throughout the development and the application of a novel software tool, developed in the context of the PERICLES FP7 project, which integrates currently investigated methods, such as text and structural similarity, into the popular ontology authoring platform, Protégé. The graphical user interface provides knowledge engineers and domain experts with access to methods and results without prior programming knowledge. Its applicability and usefulness are validated through two proof-of-concept scenarios in the domains of Web Services and Digital Preservation; especially the latter is a field where such long-term insights are crucial.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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!

Literatur
1.
Zurück zum Zitat Tury, M., Bieliková, M.: An approach to detection ontology changes. In: Workshop Proceedings of the Sixth International Conference on Web Engineering - ICWE 2006, p. 14. ACM (2006) Tury, M., Bieliková, M.: An approach to detection ontology changes. In: Workshop Proceedings of the Sixth International Conference on Web Engineering - ICWE 2006, p. 14. ACM (2006)
2.
Zurück zum Zitat Wang, S., Schlobach, S., Klein, M.: Concept drift and how to identify it. J. Web Semant. 9, 247–265 (2011)CrossRef Wang, S., Schlobach, S., Klein, M.: Concept drift and how to identify it. J. Web Semant. 9, 247–265 (2011)CrossRef
3.
Zurück zum Zitat Uschold, M.: Creating, integrating and maintaining local and global ontologies. In: Proceedings of the First Workshop on Ontology Learning (OL-2000) in Conjunction with the 14th European Conference on Artificial Intelligence (ECAI 2000), Berling, Germany Uschold, M.: Creating, integrating and maintaining local and global ontologies. In: Proceedings of the First Workshop on Ontology Learning (OL-2000) in Conjunction with the 14th European Conference on Artificial Intelligence (ECAI 2000), Berling, Germany
4.
Zurück zum Zitat Pareti, P., Klein, E., Barker, A.: A Linked data scalability challenge: concept reuse leads to semantic decay. In: Proceedings of the ACM Web Science Conference. ACM Press-Association for Computing Machinery (2016) Pareti, P., Klein, E., Barker, A.: A Linked data scalability challenge: concept reuse leads to semantic decay. In: Proceedings of the ACM Web Science Conference. ACM Press-Association for Computing Machinery (2016)
5.
Zurück zum Zitat Yildiz, B.: Ontology evolution and versioning. Technical report, TU Vienna (2006) Yildiz, B.: Ontology evolution and versioning. Technical report, TU Vienna (2006)
6.
Zurück zum Zitat Stojanovic, L., Maedche, A., Motik, B., Stojanovic, N.: User-driven ontology evolution management. In: Knowledge Engineering and Knowledge Management: Ontologies and the Semantic Web, pp. 133–140 (2002) Stojanovic, L., Maedche, A., Motik, B., Stojanovic, N.: User-driven ontology evolution management. In: Knowledge Engineering and Knowledge Management: Ontologies and the Semantic Web, pp. 133–140 (2002)
7.
Zurück zum Zitat Stavropoulos, T.G., Andreadis, S., Riga, M., Kontopoulos, E., Mitzias, P., Kompatsiaris, I.: A framework for measuring semantic drift in ontologies. In: 1st International Workshop on Semantic Change and Evolving Semantics (SuCCESS 2016). CEUR Workshop Proceedings, Leipzig, Germany (2016) Stavropoulos, T.G., Andreadis, S., Riga, M., Kontopoulos, E., Mitzias, P., Kompatsiaris, I.: A framework for measuring semantic drift in ontologies. In: 1st International Workshop on Semantic Change and Evolving Semantics (SuCCESS 2016). CEUR Workshop Proceedings, Leipzig, Germany (2016)
8.
Zurück zum Zitat Wittek, P., Darányi, S., Kontopoulos, E., Moysiadis, T., Kompatsiaris, I.: Monitoring term drift based on semantic consistency in an evolving vector field. In: Proceedings of the International Joint Conference on Neural Networks, pp. 1–8. IEEE (2015) Wittek, P., Darányi, S., Kontopoulos, E., Moysiadis, T., Kompatsiaris, I.: Monitoring term drift based on semantic consistency in an evolving vector field. In: Proceedings of the International Joint Conference on Neural Networks, pp. 1–8. IEEE (2015)
9.
Zurück zum Zitat Meroño-Peñuela, A., Hoekstra, R.: What is linked historical data? In: Janowicz, K., Schlobach, S., Lambrix, P., Hyvönen, E. (eds.) EKAW 2014. LNCS, vol. 8876, pp. 282–287. Springer, Cham (2014). doi:10.1007/978-3-319-13704-9_22 Meroño-Peñuela, A., Hoekstra, R.: What is linked historical data? In: Janowicz, K., Schlobach, S., Lambrix, P., Hyvönen, E. (eds.) EKAW 2014. LNCS, vol. 8876, pp. 282–287. Springer, Cham (2014). doi:10.​1007/​978-3-319-13704-9_​22
10.
Zurück zum Zitat Stavropoulos, T.G., Andreadis, S., Kontopoulos, E., Riga, M., Mitzias, P., Kompatsiaris, I.: SemaDrift: a Protégé plugin for measuring semantic drift in ontologies. In: Hollink, L., Darányi, S., Meroño Peñuela, A., Kontopoulos, E. (eds.) 1st International Workshop on Detection, Representation and Management of Concept Drift in Linked Open Data (Drift-a-LOD) in Conjunction with the 20th International Conference on Knowledge Engineering and Knowledge Management (EKAW). CEUR Workshop Proceedings, Bologna, Italy, vol. 1799 (2016) Stavropoulos, T.G., Andreadis, S., Kontopoulos, E., Riga, M., Mitzias, P., Kompatsiaris, I.: SemaDrift: a Protégé plugin for measuring semantic drift in ontologies. In: Hollink, L., Darányi, S., Meroño Peñuela, A., Kontopoulos, E. (eds.) 1st International Workshop on Detection, Representation and Management of Concept Drift in Linked Open Data (Drift-a-LOD) in Conjunction with the 20th International Conference on Knowledge Engineering and Knowledge Management (EKAW). CEUR Workshop Proceedings, Bologna, Italy, vol. 1799 (2016)
11.
Zurück zum Zitat Fanizzi, N., d’Amato, C., Esposito, F.: Conceptual clustering and its application to concept drift and novelty detection. In: Bechhofer, S., Hauswirth, M., Hoffmann, J., Koubarakis, M. (eds.) ESWC 2008. LNCS, vol. 5021, pp. 318–332. Springer, Heidelberg (2008). doi:10.1007/978-3-540-68234-9_25 CrossRef Fanizzi, N., d’Amato, C., Esposito, F.: Conceptual clustering and its application to concept drift and novelty detection. In: Bechhofer, S., Hauswirth, M., Hoffmann, J., Koubarakis, M. (eds.) ESWC 2008. LNCS, vol. 5021, pp. 318–332. Springer, Heidelberg (2008). doi:10.​1007/​978-3-540-68234-9_​25 CrossRef
12.
Zurück zum Zitat Gulla, J., Solskinnsbakk, G., Myrseth, P.: Semantic drift in ontologies. In: Proceedings of 6th International Conference on Web Information Systems and Technologies (WEBIST), Valencia, Spain, pp. 13–20 (2010) Gulla, J., Solskinnsbakk, G., Myrseth, P.: Semantic drift in ontologies. In: Proceedings of 6th International Conference on Web Information Systems and Technologies (WEBIST), Valencia, Spain, pp. 13–20 (2010)
14.
Zurück zum Zitat Gangemi, A., Guarino, N., Masolo, C., Oltramari, A., Schneider, L.: Sweetening ontologies with DOLCE. In: Gómez-Pérez, A., Benjamins, V.Richard (eds.) EKAW 2002. LNCS, vol. 2473, pp. 166–181. Springer, Heidelberg (2002). doi:10.1007/3-540-45810-7_18 CrossRef Gangemi, A., Guarino, N., Masolo, C., Oltramari, A., Schneider, L.: Sweetening ontologies with DOLCE. In: Gómez-Pérez, A., Benjamins, V.Richard (eds.) EKAW 2002. LNCS, vol. 2473, pp. 166–181. Springer, Heidelberg (2002). doi:10.​1007/​3-540-45810-7_​18 CrossRef
15.
Zurück zum Zitat Mitzias, P., Riga, M., Waddington, S., Kontopoulos, E., Meditskos, G., Laurenson, P., Kompatsiaris, I.: An ontology design pattern for digital video. In: Proceedings of the 6th Workshop on Ontology and Semantic Web Patterns (WOP 2015) (2015) Mitzias, P., Riga, M., Waddington, S., Kontopoulos, E., Meditskos, G., Laurenson, P., Kompatsiaris, I.: An ontology design pattern for digital video. In: Proceedings of the 6th Workshop on Ontology and Semantic Web Patterns (WOP 2015) (2015)
16.
Zurück zum Zitat Monge, A.E., Elkan, C.: The field matching problem: algorithms and applications. In: 2nd International Conference on Knowledge Discovery and Data Mining (KDD), pp. 267–270 (1996) Monge, A.E., Elkan, C.: The field matching problem: algorithms and applications. In: 2nd International Conference on Knowledge Discovery and Data Mining (KDD), pp. 267–270 (1996)
17.
Zurück zum Zitat Lagos, N., Kontopoulos, E., Riga, M., Mitzias, P., Meditskos, G., Waddington, S., Laurenson, P.: Designing for inconsistency–the dependency-based PERICLES approach. In: East European Conference on Advances in Databases and Information Systems, pp. 458–467. Springer International Publishing, Cham (2015) Lagos, N., Kontopoulos, E., Riga, M., Mitzias, P., Meditskos, G., Waddington, S., Laurenson, P.: Designing for inconsistency–the dependency-based PERICLES approach. In: East European Conference on Advances in Databases and Information Systems, pp. 458–467. Springer International Publishing, Cham (2015)
18.
Zurück zum Zitat Kontopoulos, E., Riga, M., Mitzias, P., Andreadis, S., Stavropoulos, T., Lagos, N., Vion-Dury, J.-Y., Meditskos, G., Falcão, P., Laurenson, P., Kompatsiaris, I.: Ontology-based representation of context of use in digital preservation. In: 1st Workshop on Humanities in the Semantic Web - WHiSe, Co-located with the 13th Extended Semantic Web Conference (ESWC 2016), Heraklion, Crete, Greece. CEUR Workshop Proceedings, vol. 1608, pp. 65–72 (2016) Kontopoulos, E., Riga, M., Mitzias, P., Andreadis, S., Stavropoulos, T., Lagos, N., Vion-Dury, J.-Y., Meditskos, G., Falcão, P., Laurenson, P., Kompatsiaris, I.: Ontology-based representation of context of use in digital preservation. In: 1st Workshop on Humanities in the Semantic Web - WHiSe, Co-located with the 13th Extended Semantic Web Conference (ESWC 2016), Heraklion, Crete, Greece. CEUR Workshop Proceedings, vol. 1608, pp. 65–72 (2016)
Metadaten
Titel
The SemaDrift Protégé Plugin to Measure Semantic Drift in Ontologies: Lessons Learned
verfasst von
Thanos G. Stavropoulos
Stelios Andreadis
Efstratios Kontopoulos
Marina Riga
Panagiotis Mitzias
Ioannis Kompatsiaris
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-58694-6_3