What is concept drift and how to measure it?

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 6317 LNAI, Issue , 2010, Pages 241-256

  Wang, Shenghui ^a   Schlobach, Stefan ^a   Klein, Michel ^a  

^a VU UNIVERSITY AMSTERDAM   (Netherlands)

Author keywords

[No Author keywords available]

Indexed keywords

APPLICATION CONTEXTS; CASE-STUDIES; CONCEPT DRIFTS; LEGAL DOMAINS; SCHEMAS; TIME POINTS; TIME-PERIODS; CONCEPT SHIFTS; DBPEDIA;

KNOWLEDGE ENGINEERING;

KNOWLEDGE MANAGEMENT;

EID: 78650244094     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-16438-5_17     Document Type: Conference Paper

References (17)

1. Frege, F.L.G.: über sinn und bedeutung. Zeitschrift für Philosophie und philosophische Kritik 100, 25-50 (1892)
2. Saussure, F.D.: Course in General Linguistics. Open Court Classics (1986) (re-edition)
3. Guarino, N., Welty, C.: Evaluating ontological decisions with ontoclean. Commun. ACM 45, 61-65 (2002)
4. Isaac, A., Summers, E.: SKOS Primer. W3C Group Note (2009)
5. Schopman, B., Wang, S., Schlobach, S.: Deriving concept mappings through instance mappings. In: Proceedings of the 3rd Asian Semantic Web Conference, Bangkok, Thailand (2008)
6. W3C: RDFS, http://www.w3.org/TR/rdf-schema/
7. Bloomfield, L.: Language. Allen and Unwin (1933)
8. Tsymbal, A.: The problem of concept drift: definitions and related work. Technical Report TCD-CS-2004-15, Computer Science Department, Trinity College Dublin, Ireland (2004)
9. Widmer, G., Kubat, M.: Effective learning in dynamic environments by explicit context tracking. In: Brazdil, P.B. (ed.) ECML 1993. LNCS, vol. 667, pp. 227-243. Springer, Heidelberg (1993)
10. Klenner, M., Hahn, U.: Concept versioning: A methodology for tracking evolutionary concept drift in dynamic concept systems. In: Proc. of ECAI 1994, pp. 473-477. Wiley, Chichester (1994)
11. 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)
12. Yamaguchi, T.: Constructing domain ontologies based on concept drift analysis. In: IJCAI 1999. Workshop on Ontologies and Problem-Solving Methods (1999)
13. Flouris, G., Manakanatas, D., Kondylakis, H., Plexousakis, D., Antoniou, G.: Ontology change: classification and survey. Knowledge Eng. Review 23, 117-152 (2008)
14. Heflin, J., Pan, Z.: A model theoretic semantics for ontology versioning. In: Third International Semantic Web Conference, pp. 62-76. Springer, Heidelberg (2004)
15. Huang, Z., Stuckenschmidt, H.: Reasoning with multi-version ontologies: A temporal logic approach. In: Gil, Y., Motta, E., Benjamins, V.R., Musen, M.A. (eds.) ISWC 2005. LNCS, vol. 3729, pp. 398-412. Springer, Heidelberg (2005)
16. Gulla, J.A., Solskinnsbakk, G., Myrseth, P., Haderlein, V., Cerrato, O.: Semantic drift in ontologies. In: Proceedings of 6th International Conference on Web Information Systems and Technologies, Valencia, Spain (April 2010)
17. Klein, M.: Change Management for Distributed Ontologies. PhD thesis, Vrije Universiteit Amsterdam (August 2004)