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2015 Volume 30
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RESEARCH ARTICLE   Open Access    

Ontology evolution: a process-centric survey

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  • Abstract: Ontology evolution aims at maintaining an ontology up to date with respect to changes in the domain that it models or novel requirements of information systems that it enables. The recent industrial adoption of Semantic Web techniques, which rely on ontologies, has led to the increased importance of the ontology evolution research. Typical approaches to ontology evolution are designed as multiple-stage processes combining techniques from a variety of fields (e.g., natural language processing and reasoning). However, the few existing surveys on this topic lack an in-depth analysis of the various stages of the ontology evolution process. This survey extends the literature by adopting a process-centric view of ontology evolution. Accordingly, we first provide an overall process model synthesized from an overview of the existing models in the literature. Then we survey the major approaches to each of the steps in this process and conclude on future challenges for techniques aiming to solve that particular stage.
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  • Alani H.2006. Position paper: ontology construction from online ontologies. In Proceedings of the 15th International Conference on World Wide Web (WWW-06), Les Carr, David De Roure, Arun Iyengar, Carole A. Goble & Michael Dahlin (eds). ACM, Edinburgh, Scotland, 491–495.

    Google Scholar

    Alani H., Harris S., O'Neil B.2006. Winnowing ontologies based on application use. In Proceedings of 3rd European Semantic Web Conference (ESWC-06), Budva, Montenegro.

    Google Scholar

    Alchourron C., Gärdenfors P., Makinson D.1985. On the logic of theory change: partial meet contraction and revision functions. Journal of Symbolic Logic50, 510–530.

    Google Scholar

    Allocca C., d'Aquin M., Motta E.2009. Detecting different versions of ontologies in large ontology repositories. In Proceedings of the 3rd International Workshop on Ontology Dynamics (IWOD-09), Chantilly, VA, USA.

    Google Scholar

    Angeletou S., Sabou M., Motta E.2008. Semantically enriching folksonomies with FLOR. In Proceedings of the 1st International Workshop on Collective Semantics: Collective Intelligence and the Semantic Web (CISWeb-08), Tenerife, Canary Islands, Spain.

    Google Scholar

    Antoniou G., Harmelen F. V.2004. A Semantic Web Primer. The MIT Press.

    Google Scholar

    Auer S., Herre H.2006. A versioning and evolution framework for RDF knowledge bases. In Perspectives of Systems Informatics, 6th International Andrei Ershov Memorial Conference (PSI-06), Revised Papers, Akademgorodok, Novosibirsk, Russia.

    Google Scholar

    Baader F., Calvanese D., McGuinness D., Nardi D., Patel-Schneider P. (eds) 2002. The Description Logic Handbook: Theory, Implementation and Applications. Cambridge University Press.

    Google Scholar

    Banerjee S., Pedersen T.2002. An adapted Lesk algorithm for word sense disambiguation using WordNet. In Proceedings of the 3rd International Conference on Computational Linguistics and Intelligent Text Processing, Alexander F. Gelbukh (ed.). Mexico, 136–145.

    Google Scholar

    Barbieri D., Braga D., Ceri S., Della Valle E., Grossniklaus M.2009. C-SPARQL: SPARQL for continuous querying. In Proceedings of the 18th International Conference on World Wide Web, Madrid, Spain, 1061–1062.

    Google Scholar

    Bechhofer S., Horrocks I., Goble C., Stevens R.2001. OilEd: a reasonable ontology editor for the semantic web. In Proceedings of the 24th German/9th Austrian Conference on Artificial Intelligence (KI-01), Vienna, Austria.

    Google Scholar

    Bechhofer S., Volz R., Lord P.2003. Cooking the semantic web with the OWL API. In Proceedings of the 2nd International Semantic Web Conference (ISWC-03), Sanibel Island, Florida, USA, 659–675.

    Google Scholar

    Benferhat S., Kaci S., Le Berre D., Williams M.2004. Weakening conflicting information for iterated revision and knowledge integration. Artificial Intelligence153, 339–371.

    Google Scholar

    Bloehdorn S., Haase P., Sure Y., Volker J.2006. Ontology evolution. In Semantic Web Technologies—Trends and Research in Ontology-Based Systems, John Davies, Rudi Studer & Paul Warren (eds). John Wiley & Sons, 51–70.

    Google Scholar

    Cimiano P., Volker J.2005. Text2Onto: a framework for ontology learning and data-driven change discovery. In Natural Language Processing and Information Systems, Alicante, Spain, 227–238.

    Google Scholar

    Clark P., Fellbaum C., Hobbs J.2008. Using and extending WordNet to support question-answering. In Proceedings of the 4th Global WordNet Conference (GWC-08), Szeged, Hungary, 111–119.

    Google Scholar

    Cloran R., Irwin B.2005. Transmitting RDF graph deltas for a cheaper semantic web. In Proceedings of the 8th Annual Southern African Telecommunication Networks and Applications Conference (SATNAC-05), Drakensberg, South Africa.

    Google Scholar

    d'Aquin M.2009. Formally measuring agreement and disagreement in ontologies. In Proceedings of the 5th International Conference on Knowledge Capture (K-CAP-09), Redondo Beach, California, USA, 145–152.

    Google Scholar

    d'Aquin M., Baldassarre C., Gridinoc L., Angeletou S., Sabou M., Motta E.2007. Characterizing knowledge on the semantic web with Watson. In Proceedings of the 5th International EON Workshop, Colocated with the International Semantic Web Conference (ISWC-07), Busan, Korea.

    Google Scholar

    d'Aquin M., Baldassarre C., Gridinoc L., Sabou M., Angeletou S., Motta E.2007. Watson: supporting next generation semantic web applications. In Proceedings of the WWW/Internet Conference, Vila Real, Portugal.

    Google Scholar

    Della Valle E., Ceri S., Barbieri D., Braga D., Campi A.2008. A first step towards stream reasoning. In Proceedings of the Future Internet Symposium (FIS-08), Vienna, Austria, 72–81.

    Google Scholar

    Ding L., Pan R., Finin T., Joshi A., Peng Y., Kolari P.2005. Finding and ranking knowledge on the semantic web. In Proceedings of the 4th International Semantic Web Conference (ISWC-05), Galway, Ireland.

    Google Scholar

    Djedidi R., Aufaure M.2009. Change management patterns (CMP) for ontology evolution process. In Proceedings of the 3rd International Workshop on Ontology Dynamics (IWOD-09), Chantilly, VA, USA.

    Google Scholar

    Djedidi R., Aufaure M.2010. ONTO-EVOAL an ontology evolution approach guided by pattern modeling and quality evaluation. In Proceedings of the 6th International Symposium on Foundations of Information and Knowledge Systems (FoIKS-10), Sofia, Bulgaria, 286–305.

    Google Scholar

    Fellbaum C.1998. WordNet: An Electronic Lexical Database. MIT Press.

    Google Scholar

    Flouris G.2006a. Doctoral Dissertation. PhD thesis, Department of Computer Science, University of Crete.

    Google Scholar

    Flouris G.2006b. On belief change in ontology evolution. AI Communications Journal, 19(4), 395–397.

    Google Scholar

    Flouris G., Huang Z., Pan J., Plexousakis D., Wache H.2006. Inconsistencies, negations and changes in ontologies. In Proceedings of the 21st National Conference on Artificial Intelligence (AAAI-06), Boston, Massachusetts, 1295–1300.

    Google Scholar

    Flouris G., Konstantinidis G., Antoniou G., Christophides V.2013. Formal foundations for RDF/S KB evolution. International Journal on Knowledge and Information Systems (KAIS-13)35(1), 153–191.

    Google Scholar

    Flouris G., Manakanatas D., Kondylakis H., Plexousakis D., Antoniou G.2008. Ontology change: classification and survey. Knowledge Engineering Review26(2), 117–152.

    Google Scholar

    Flouris G., Plexousakis D.2006. Bridging ontology evolution and belief change. In Advances in Artificial Intelligence, Hobart, Australia, 486–489.

    Google Scholar

    Flouris G., Plexousakis D., Antoniou G.2004. Generalizing the AGM postulates: preliminary results and applications. In Proceedings of the 10th International Workshop on Non-Monotonic Reasoning (NMR-04), Whistler, Canada, 171–179.

    Google Scholar

    Flouris G., Plexousakis D., Antoniou G.2005. On applying the AGM theory to DLs and OWL. In Proceedings of the 4th International Semantic Web Conference (ISWC-05), 216–231.

    Google Scholar

    Flouris G., Plexousakis D., Antoniou G.2006. On generalizing the AGM postulates. In Proceedings of the 3rd European Starting AI Researcher Symposium (STAIRS-06), Riva del Garda, Italy, 132–143.

    Google Scholar

    Franconi E., Meyer T., Varzinczak I.2010. Semantic diff as the basis for knowledge base versioning. In Proceedings of the 13th International Workshop on Non-Monotonic Reasoning (NMR-10), Toronto, Canada.

    Google Scholar

    Gabel T., Sure Y., Voelker J.2004. D3.1.1.a: KAON – ontology management infrastructure. SEKT informal deliverable, Institute AIFB, University of Karlsruhe.

    Google Scholar

    Gärdenfors P.1992. Belief Revision: An Introduction. Cambridge University Press, 1–20.

    Google Scholar

    Giacomo G. D., Lenzerini M., Poggi A., Rosati R.2007. On the approximation of instance level update and erasure in Description Logics. In Proceedings of the 22nd Conference of the American Association for Artificial Intelligence (AAAI-07), Vancouver, British Columbia, 403–408.

    Google Scholar

    Giacomo G. D., Lenzerini M., Poggi A., Rosati R.2009. On instance-level update and erasure in Description Logic ontologies. Journal of Logic and Computation19(5), 745–770.

    Google Scholar

    Gomez-Perez A., Corcho O., Fernandez-Lopez M.2003. Ontological Engineering: With Examples from the Areas of Knowledge Management, e-Commerce and the Semantic Web. First Edition. Springer.

    Google Scholar

    Gracia J., d'Aquin M., Mena E.2009. Large scale integration of senses for the semantic web. In Proceedings of the 18th International Conference on World Wide Web (WWW-09), ACM, 611–620.

    Google Scholar

    Grandi F.2009. Multi-temporal RDF ontology versioning. In Proceedings of the 3rd International Workshop on Ontology Dynamics (IWOD-09), Chantilly, VA, USA.

    Google Scholar

    Gruber T.1993. A translation approach to portable ontology specifications. Knowledge Acquisition5(2), 199–220.

    Google Scholar

    Gutierrez C., Hurtado C., Vaisman A.2006. The meaning of erasing in RDF under the Katsuno-Mendelzon approach. In Proceedings of the 9th International Workshop on the Web and Databases (WebDB-06), Chicago, Illinois.

    Google Scholar

    Haase P., Stojanovic L.2005. Consistent evolution of OWL ontologies. In The Semantic Web: Research and Applications, Heraklion, Crete, Greece, 182–197.

    Google Scholar

    Haase P., Sure Y.2004. D3.1.1.b state of the art on ontology evolution. SEKT Deliverable, Institute AIFB, University of Karlsruhe.

    Google Scholar

    Haase P., van Harmelen F., Huang Z., Stuckenschmidt H., Sure Y.2005. A framework for handling inconsistency in changing ontologies. In Proceedings of the 4th International Semantic Web Conference (ISWC-05), Galway, Ireland, 353–367.

    Google Scholar

    Halaschek-Wiener C., Katz Y.2006. Belief base revision for expressive Description Logics. In Proceedings of OWL: Experiences and Directions 2006 (OWLED-06), Athens, GA, USA.

    Google Scholar

    Hansson S. O.1991. Belief contraction without recovery. Studia Logica50(2), 251–260.

    Google Scholar

    Hartung M., Groß A., Rahm E.2012. COnto–Diff: generation of complex evolution mappings for life science ontologies. Journal of Biomedical Informatics46(1), 15–32.

    Google Scholar

    Hartung M., Kirsten T., Rahm E.2008. Analyzing the evolution of life science ontologies and mappings. In Proceedings of the 5th International Workshop on Data Integration in the Life Sciences (DILS-08), Amos Bairoch, Sarah Cohen Boulakia & Christine Froidevaux (eds). Springer-Verlag, Evry, France, 11–27.

    Google Scholar

    Hartung M., Terwilliger J., Rahm E.2011. Recent advances in schema and ontology evolution. In Schema Matching and Mapping, Bellahsene, Z., Bonifati, A. & Rahm, E. (eds). Data-Centric Systems and Applications. Springer, 149–190.

    Google Scholar

    Heflin J., Hendler J., Luke S.1999. Coping with changing ontologies in a distributed environment. In Proceedings of the Workshop on Ontology Management of the 16th National Conference on Artificial Intelligence (AAAI-99), Orlando, Florida.

    Google Scholar

    Heflin J., Hendler J.2000. Dynamic ontologies on the web. In Proceedings of the 17th National Conference on Artificial Intelligence (AAAI-00), Austin, Texas, 443–449.

    Google Scholar

    Heflin J., Pan Z.2004. A model theoretic semantics for ontology versioning. In Proceedings of the 3rd International Semantic Web Conference (ISWC-04), Hiroshima, Japan, 62–76.

    Google Scholar

    Huang Z., Stuckenschmidt H.2005. Reasoning with multi-version ontologies: a temporal logic approach. In Proceedings of the 4th International Semantic Web Conference (ISWC-05), Galway, Ireland, 398–412.

    Google Scholar

    Ide N., Veronis J.1998. Introduction to the special issue on word sense disambiguation: the state of the art. Computational Linguistics24(1), 2–40.

    Google Scholar

    Javed M., Abgaz Y., Pahl C.2009. A pattern-based framework of change operators for ontology evolution. In On the Move to Meaningful Internet Systems Workshop (OTM-09), Vilamoura, Portugal, 544–553.

    Google Scholar

    Javed M., Abgaz Y., Pahl C.2011. Graph-based discovery of ontology change patterns. In Proceedings of the Joint Workshop on Knowledge Evolution and Ontology Dynamics (EvoDyn) at ISWC, Bonn, Germany.

    Google Scholar

    Keberle N., Litvinenko Y., Gordeyev Y., Ermolayev V.2007. Ontology evolution analysis with OWL-MeT. In Proceedings of the International Workshop on Ontology Dynamics (IWOD-07), Innsbruck, Austria, 1–12.

    Google Scholar

    Kirsten T., Hartung M., Gross A., Rahm E.2009. Efficient management of biomedical ontology versions. In Proceedings of the 2009 On The Move Workshops (OTM-09), Vilamoura, Portugal, 574–583.

    Google Scholar

    Klein M.2004. Change Management for Distributed Ontologies. PhD thesis, Vrije University.

    Google Scholar

    Klein M., Fensel D.2001. Ontology versioning on the semantic web. In Proceedings of the International Semantic Web Working Symposium (SWWS-01), California, USA, 75–91.

    Google Scholar

    Klein M., Fensel D., Kiryakov A., Ognyanov D.2002. Ontology versioning and change detection on the web. In Proceedings of the 13th International Conference on Knowledge Engineering and Knowledge Management (EKAW-02), Siguenza, Spain.

    Google Scholar

    Klein M., Noy N.2003. A component-based framework for ontology evolution. In Proceedings of the IJCAI-03 Workshop on Ontologies and Distributed Systems, Acapulco, Mexico.

    Google Scholar

    Klein M., Stuckenschmidt H.2003. Evolution management for interconnected ontologies. In Proceedings of the Semantic Integration Workshop at the 2nd International Semantic Web Conference (ISWC-03), Florida, USA.

    Google Scholar

    Kondylakis H., Plexousakis D.2011a. Exelixis: evolving ontology-based data integration system. In ACM International Conference on Management of Data (SIGMOD-12), Scottsdale, AZ, USA, 1283–1286.

    Google Scholar

    Kondylakis H., Plexousakis D.2011b. Ontology evolution in data integration: query rewriting to the rescue. In International Conference on Conceptual Modelling (ER-11), Brussels, Belgium, 393–401.

    Google Scholar

    Kondylakis H., Plexousakis D.2012. Ontology evolution: assisting query migration. In International Conference on Conceptual Modelling (ER-12), Florence, Italy, 331–344.

    Google Scholar

    Konev B., Walther D., Wolter F.2008. The logical difference problem for Description Logic terminologies. In Proceedings of the 4th International Joint Conference on Automated Reasoning (IJCAR-08), Armando, A., Baumgartner, P. & Dowek, G. (eds), LNAI 5195, 259–274. Springer-Verlag.

    Google Scholar

    Konstantinidis G., Flouris G., Antoniou G., Christophides V.2008a. A formal approach for RDF/S ontology evolution. In Proceedings of the 18th European Conference on Artificial Intelligence (ECAI-08), Patras, Greece, 405–409.

    Google Scholar

    Konstantinidis G., Flouris G., Antoniou G., Christophides V.2008b. On RDF/S ontology evolution. In Post-Proceedings of the Joint ODBIS & SWDB Workshop on Semantic Web, Ontologies, Databases (SWDB-ODBIS-07), Vienna, Austria, 21–42.

    Google Scholar

    Kontchakov R., Wolter F., Zakharyaschev M.2008. Can you tell the difference between DL-Lite ontologies? In Proceedings of the 11th International Conference on Principles of Knowledge Representation and Reasoning (KR-08), Lang, J. & Brewka, G. (eds). AAAI Press/MIT Press, 285–295.

    Google Scholar

    Laera L., Handschuh S., Zemanek J., Volkel M., Bendaoud R., Hacene M., Toussaint Y., Delecroix B., Napoli A.2008. D2.3.8 v2 Report and Prototype of Dynamics in the Ontology Lifecycle. Technical report.

    Google Scholar

    Lam S., Sleeman D., Vasconselos W.2005. ReTAX++: a tool for browsing and revising ontologies. In Poster Proceedings of the 4th International Semantic Web Conference (ISWC-05), Galway, Ireland.

    Google Scholar

    Lausen G., Meier M., Schmidt M.2008. SPARQLing constraints for RDF. In Proceedings of 11th International Conference on Extending Database Technology (EDBT-08), Nantes, France, 499–509.

    Google Scholar

    Leenheer P. D., Mens T.2008. Ontology evolution: state of the art and future directions. In Ontology Management for the Semantic Web, Semantic Web Services, and Business Applications, Hepp, M., Leenheer, P. D., de Moor, A. & Sure, Y. (eds). Springer, 131–176.

    Google Scholar

    Lee K., Meyer T.2004. A classification of ontology modification. In Proceedings of the 17th Australian Joint Conference on Artificial Intelligence (AI-04), 248–258.

    Google Scholar

    Liang Y., Alani H., Shadbolt N.2006a. Changing ontology breaks queries. In Proceedings of the 5th International Semantic Web Conference (ISWC-06), Athens, GA, USA, 982–985.

    Google Scholar

    Liang Y., Alani H., Shadbolt N.2006b. Enabling Active Ontology Change Management Within Semantic Web-Based Applications. Mini-thesis, PhD upgrade report.

    Google Scholar

    Liu H., Lutz C., Milicic M., Wolter F.2006. Updating Description Logic ABoxes. In Proceedings of the 10th International Conference on Principles of Knowledge Representation and Reasoning (KR-06), Lake District, UK.

    Google Scholar

    Li X., Szpakowicz S., Matwin S.1995. A WordNet-based algorithm for word sense disambiguation. In International Joint Conference on Artificial Intelligence (IJCAI-95)14, Montreal, Canada, 1368–1374.

    Google Scholar

    Lopez V., Uren V., Sabou M., Motta E.2009. Cross ontology query answering on the semantic web. In Proceedings of the 5th International Conference on Knowledge Capture (K-CAP-09). Redondo Beach, California, USA.

    Google Scholar

    Luczak-Rosch M.2009. Towards agile ontology maintenance. In Proceedings of the 8th International Semantic Web Conference (ISWC-09), vol. 5823, Springer, 965–972.

    Google Scholar

    Luke S., Spector L., Rager D., Hendler J.1997. Ontology-based web agents. In Proceedings of the 1st International Conference on Autonomous Agents, Marina del Rey, CA, USA, 59–66.

    Google Scholar

    Maedche A., Motik B., Stojanovic L., Studer R., Volz R.2002. Managing multiple ontologies and ontology evolution in Ontologging. In Proceedings of the Conference on Intelligent Information Processing, World Computer Congress, Montreal, Canada.

    Google Scholar

    Magiridou M., Sahtouris S., Christophides V., Koubarakis M.2005. RUL: a declarative update language for RDF. In Proceedings of the 4th International Semantic Web Conference (ISWC-05), Galway, Ireland, 506–521.

    Google Scholar

    Maynard D., Funk A., Peters W.2009. SPRAT: a tool for automatic semantic pattern based ontology population. In International Conference for Digital Libraries and the Semantic Web (ICSD-09), Trento, Italy.

    Google Scholar

    Maynard D., Peters W., d'Aquin M., Sabou M.2007. Change management for metadata evolution. In Proceedings of the International Workshop on Ontology Dynamics (IWOD-07), Innsbruck, Austria, 27–40.

    Google Scholar

    Meyer T., Lee K., Booth R.2005. Knowledge integration for Description Logics. In Proceedings of the 20th National Conference on Artificial Intelligence (AAAI-05), Pittsburgh, PA, USA, 645–650.

    Google Scholar

    Moguillansky M., Rotstein N., Falappa M.2008. A theoretical model to handle ontology debugging and change through argumentation. In Proceedings of the 2nd International Workshop on Ontology Dynamics (IWOD-08), Karlsruhe, Germany.

    Google Scholar

    Motik B., Horrocks I., Sattler U.2007. Bridging the gap between OWL and relational databases. In Proceedings of 17th International World Wide Web Conference (WWW-07), Banff, Canada, 807–816.

    Google Scholar

    Novacek V., Laera L., Handschuh S.2007. Semi-automatic integration of learned ontologies into a collaborative framework. In Proceedings of the International Workshop on Ontology Dynamics (IWOD-07), Innsbruck, Austria.

    Google Scholar

    Noy N., Chugh A., Liu W., Musen M.2006. A framework for ontology evolution in collaborative environments. In Proceedings of the 5th International Semantic Web Conference (ISWC-06), Athens, GA, USA, 544–558.

    Google Scholar

    Noy N., Fergerson R., Musen M.2000. The knowledge model of Protégé-2000: combining interoperability and flexibility. In Proceedings of the 12th International Conference on Knowledge Engineering and Knowledge Management: Methods, Models, and Tools (EKAW-00), Sophia Antipolis, France, 17–32.

    Google Scholar

    Noy N., Klein M.2004. Ontology evolution: not the same as schema evolution. Knowledge and Information Systems6(4), 428–440.

    Google Scholar

    Noy N., Kunnatur S., Klein M., Musen M.2004. Tracking changes during ontology evolution. In Proceedings of the 3rd International Semantic Web Conference (ISWC-04), 259–273.

    Google Scholar

    Noy N., Musen M.2002. PromptDiff: a fixed-point algorithm for comparing ontology versions. In Proceedings of 18th National Conference on Artificial Intelligence (AAAI-02), Edmonton, Canada.

    Google Scholar

    Noy N., Musen M.2004. Ontology versioning in an ontology management framework. IEEE Intelligent Systems19(4), 6–13.

    Google Scholar

    Obst D., Chan C.2005. Towards a framework for ontology evolution. In Electrical and Computer Engineering, 2005. Canadian Conference, Saskatoon, Canada, 2191–2194.

    Google Scholar

    Oliver D., Shahar Y., Shortliffe E., Musen M.1999. Representation of change in controlled medical terminologies. Artificial Intelligence in Medicine15(1), 53–76.

    Google Scholar

    Oren E., Delbru R., Catasta M., Cyganiak R., Stenzhorn H., Tummarello G.2008. Sindice.com: a document-oriented lookup index for open linked data. International Journal of Metadata, Semantics and Ontologies (IJMSO-08)3(1), 37–52.

    Google Scholar

    Ottens K., Gleizes M., Glize P.2007. A multi-agent system for building dynamic ontologies. In Proceedings of the 6th International Joint Conference on Autonomous Agents and Multiagent Systems. ACM, Honolulu, Hawaii.

    Google Scholar

    Ottens K., Hernandez N., Gleizes M., Aussenac-Gilles N.2009. A multi-agent system for dynamic ontologies. Journal of Logic and Computation19(5), 831–858.

    Google Scholar

    Palma A., Haase P., Wang Y., d'Aquin M.2007. D1.3.1: Propagation Models and Strategies. Technical report, NeOn Deliverable D1.3.1.

    Google Scholar

    Palmisano I., Tamma V., Iannone L., Payne T., Doran P.2008. Dynamic change evaluation for ontology evolution in the semantic web. In Proceedings of the International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT), vol. 1, Sydney, Australia, 34–40.

    Google Scholar

    Pammer V., Ghidini C., Rospocher M., Serafini L., Lindstaedt S.2010. Automatic support for formative ontology evaluation. In Poster Proceedings of the Conference on Knowledge Engineering and Knowledge Management by the Masses (EKAW-10). Lisbon, Portugal.

    Google Scholar

    Pammer V., Serafini L., Lindstaedt M.2009. Highlighting assertional effects of ontology editing activities in OWL. In Proceedings of the 3rd International Workshop on Ontology Dynamics (IWOD-09), Chantilly, VA, USA.

    Google Scholar

    Papastefanatos G., Vassiliadis P., Simitsis A., Vassiliou Y.2009. Policy-regulated management of ETL evolution. Journal of Data Semantics13, 147–177.

    Google Scholar

    Papastefanatos G., Vassiliadis P., Simitsis A., Vassiliou Y.2010. HECATAEUS: regulating schema evolution. In Proceedings of the 26th IEEE International Conference on Data Engineering (ICDE-10), Long Beach, CA, USA, 1181–1184.

    Google Scholar

    Papavassiliou V., Flouris G., Fundulaki I., Kotzinos D., Christophides V.2009. On detecting high-level changes in RDF/S KBs. In Proceedings of the 8th International Semantic Web Conference (ISWC-09), Chantilly, VA, USA.

    Google Scholar

    Papavassiliou V., Flouris G., Fundulaki I., Kotzinos D., Christophides V.2013. High-level change detection in RDF(S) KBs. Transactions on Database Systems38(1), 1–42.

    Google Scholar

    Pasca M., Harabagiu S.2001. The informative role of WordNet in open-domain question answering. In Proceedings of NAACL-01 Workshop on WordNet and Other Lexical Resources, Pittsburgh, PA, USA, 138–143.

    Google Scholar

    Plessers P., de Troyer O.2005. Ontology change detection using a version log. In Proceedings of the 4th International Semantic Web Conference (ISWC-05).

    Google Scholar

    Plessers P., de Troyer O., Casteleyn S.2005. Event-based modeling of evolution for semantic-driven systems. In Proceedings of the 17th Conference on Advanced Information Systems Engineering (CAiSE-05), Porto, Portugal, 63–76.

    Google Scholar

    Plessers P., de Troyer O., Casteleyn S.2007. Understanding ontology evolution: A change detection approach. Web Semantics5(1), 39–49.

    Google Scholar

    Pruski C., Guelfi N., Reynaud C.2011. Adaptive ontology-based web information retrieval: the target framework. International Journal of Web Portals3(3), 41–58.

    Google Scholar

    Qin L., Atluri V.2009. Evaluating the validity of data instances against ontology evolution over the semantic web. Information and Software Technology51(1), 83–97.

    Google Scholar

    Qi G., Du J.2009. Model-based revision operators for terminologies in Description Logics. In Proceedings of the 21st International Joint Conference on Artificial Intelligence (IJCAI-09), Pasadena, CA, USA, 891–897.

    Google Scholar

    Qi G., Liu W., Bell D.2006a. Knowledge base revision in Description Logics. In Proceedings of the 10th European Conference on Logics in Artificial Intelligence (JELIA-06), Liverpool, UK.

    Google Scholar

    Qi G., Liu W., Bell D.2006b. A revision-based approach for handling inconsistency in Description Logics. In Proceedings of the 11th International Workshop on Non-Monotonic Reasoning (NMR-06), Lake District, UK.

    Google Scholar

    Redmond T., Smith M., Drummond N., Tudorache T.2008. Managing change: an ontology version control system. In Proceedings of the 5th International Workshop on OWL: Experiences and Directions (OWLED-08), Karlsruhe, Germany.

    Google Scholar

    Ren Y., Pan J.2011. Optimising ontology stream reasoning with truth maintenance system. In Proceedings of the ACM Conference on Information and Knowledge Management (CIKM-10), Toronto, Canada.

    Google Scholar

    Ribeiro M., Wassermann R.2006. First steps towards revising ontologies. In Proceedings of the 2nd Workshop on Ontologies and Their Applications (WONTO-06), Ribeirao Preto, Sao Paulo, Brazil.

    Google Scholar

    Ribeiro M., Wassermann R.2007. Base revision in Description Logics—preliminary results. In Proceedings of the International Workshop on Ontology Dynamics (IWOD-07), Innsbruck, Austria, 69–82.

    Google Scholar

    Ribeiro M., Wassermann R., Antoniou G., Flouris G., Pan J.2009. Belief contraction in web-ontology languages. In Proceedings of the 3rd International Workshop on Ontology Dynamics (IWOD-09), Short Paper, Chantilly, VA, USA.

    Google Scholar

    Riess C., Heino N., Tramp S., Auer S.2010. EvoPat—pattern-based evolution and refactoring of RDF knowledge bases. In Proceedings of the 9th International Semantic Web Conference (ISWC-10), Shanghai, China.

    Google Scholar

    Roger M., Simonet A., Simonet M.2002. Toward updates in Description Logics. In Proceedings of the 9th International Workshop on Knowledge Representation Meets Databases (KRDB-02), Toulouse, France.

    Google Scholar

    Rogozan D., Paquette G.2005. Managing ontology changes on the semantic web. In Proceedings of the 2005 IEEE/WIC/ACM International Conference on Web Intelligence (WI-05), Compiegne, France, 430–433.

    Google Scholar

    Sabou M., d'Aquin M., Motta E.2008. Exploring the semantic web as background knowledge for ontology matching. Journal on Data SemanticsXI, 156–190.

    Google Scholar

    Sabou M., Fernandez M., Motta E.2009. Evaluating semantic relations by exploring ontologies on the semantic web. In Proceedings of the 14th International Conference on Applications of Natural Language to Information Systems (NLDB-09), Saarbrucken, Germany.

    Google Scholar

    Serfiotis G., Koffina I., Christophides V., Tannen V.2005. Containment and minimization of RDF/S query patterns. In Proceedings of the 4th International Semantic Web Conference (ISWC-05), Galway, Ireland, 607–623.

    Google Scholar

    Shadbolt N., Hall W., Berners-Lee T.2006. The semantic web revisited. IEEE Intelligent Systems21(3), 96–101.

    Google Scholar

    Sirin E., Parsia B., Grau B., Kalyanpur A., Katz Y.2007. Pellet: a practical OWL-DL reasoner. Web Semantics5(2), 51–53.

    Google Scholar

    Stojanovic L.2004. Methods and Tools for Ontology Evolution. PhD thesis, FZI—Research Center for Information Technologies at the University of Karslruhe.

    Google Scholar

    Stojanovic L., Maedche A., Motik B., Stojanovic N.2002. User-driven ontology evolution management. In Proceedings of the 13th International Conference on Knowledge Engineering and Knowledge Management (EKAW-02), Lecture Notes in Computer Science (LNCS) 2473, 285–300. Springer-Verlag.

    Google Scholar

    Stojanovic L., Motik B.2002. Ontology evolution within ontology editors. In Proceedings of the OntoWeb-SIG3 Workshop, Siguenza, Spain, 53–62.

    Google Scholar

    Stuckenschmidt H., Klein M.2003. Integrity and change in modular ontologies. In Proceedings of the 18th International Joint Conference on Artificial Intelligence (IJCAI-03), Acapulco, Mexico.

    Google Scholar

    Studer R., Benjamins V. R., Fensel D.1998. Knowledge engineering: principles and methods. Data & Knowledge Engineering25(1–2), 161–197.

    Google Scholar

    Sure Y., Angele J., Staab S.2003. OntoEdit: multifaceted inferencing for ontology engineering. Journal on Data Semantics1(1), 128–152.

    Google Scholar

    Tamma V., Bench-Capon T.2001. A conceptual model to facilitate knowledge sharing in multi-agent systems. In Proceedings of the Workshop on Ontologies in Agent Systems (OAS-01), Montreal, Canada, 69–76.

    Google Scholar

    Tao J., Sirin E., Bao J., McGuinness D.2010. Extending OWL with integrity constraints. In Proceedings of the 23rd International Workshop on Description Logics (DL-10). CEUR-WS 573, Waterloo, Canada.

    Google Scholar

    Thor A., Hartung M., Gross A., Kirsten T., Rahm E.2009. An evolution based approach for assessing ontology mappings—a case study in the life sciences. In Datenbanksysteme in Business, Technologie und Web (BTW), Munster, Germany, 277–286.

    Google Scholar

    Velardi P., Fabriani P., Missikoff M.2001. Using text processing techniques to automatically enrich a domain ontology. In Proceedings of the 2nd International Conference on Formal Ontology in Information Systems, Ogunquit, ME, USA, 270–284.

    Google Scholar

    Volkel M., Winkler W., Sure Y., Kruk S., Synak M.2005. SemVersion: a versioning system for RDF and ontologies. In Proceedings of the 2nd European Semantic Web Conference (ESWC-05), Heraklion, Greece.

    Google Scholar

    Vrandecic D., Pinto H. S., Sure Y., Tempich C.2005. The DILIGENT knowledge processes. Journal of Knowledge Management9(5), 85–96.

    Google Scholar

    Wang Y., Liu X., Ye R.2008. Ontology evolution issues in adaptable information management systems. In Proceedings of the 2008 IEEE International Conference on e-Business Engineering (ICEBE-08). IEEE Computer Society, Xian, China, 753–758.

    Google Scholar

    Wang Z., Wang K., Topor R.2010. A new approach to knowledge base revision in DL-Lite. In Proceedings of the 24th AAAI Conference on Artificial Intelligence (AAAI-10), Atlanta, Georgia, USA.

    Google Scholar

    Xuan D., Bellatreche L., Pierra G.2006. A versioning management model for ontology-based data warehouses. In Data Warehousing and Knowledge Discovery, vol. 4081. Springer, 195–206.

    Google Scholar

    Zablith F.2009. Evolva: a comprehensive approach to ontology evolution. In Proceedings of the PhD Symposium of the 6th European Semantic Web Conference (ESWC-09), Heraklion, Greece, 944–948.

    Google Scholar

    Zablith F., d'Aquin M., Sabou M., Motta E.2010. Using ontological contexts to assess the relevance of statements in ontology evolution. In Proceedings of Knowledge Engineering and Knowledge Management by the Masses (EKAW-10), Springer-Verlag.

    Google Scholar

    Zablith F., Sabou M., d'Aquin M., Motta E.2008. Using background knowledge for ontology evolution. In Proceedings of the 2nd International Workshop on Ontology Dynamics (IWOD-08), Karlsruhe, Germany.

    Google Scholar

    Zeginis D., Tzitzikas Y., Christophides V.2007. On the foundations of computing deltas between RDF models. In Proceedings of the 6th International Semantic Web Conference (ISWC-07), Busan, Korea.

    Google Scholar

    Zeginis D., Tzitzikas Y., Christophides V.2011. On computing deltas of RDF/S knowledge bases. ACM Transactions on the Web5(3).

    Google Scholar

  • Cite this article

    Fouad Zablith, Grigoris Antoniou, Mathieu d'Aquin, Giorgos Flouris, Haridimos Kondylakis, Enrico Motta, Dimitris Plexousakis, Marta Sabou. 2015. Ontology evolution: a process-centric survey. The Knowledge Engineering Review 30(1)45−75, doi: 10.1017/S0269888913000349
    Fouad Zablith, Grigoris Antoniou, Mathieu d'Aquin, Giorgos Flouris, Haridimos Kondylakis, Enrico Motta, Dimitris Plexousakis, Marta Sabou. 2015. Ontology evolution: a process-centric survey. The Knowledge Engineering Review 30(1)45−75, doi: 10.1017/S0269888913000349

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RESEARCH ARTICLE   Open Access    

Ontology evolution: a process-centric survey

The Knowledge Engineering Review  30 2015, 30(1): 45−75  |  Cite this article

Abstract: Abstract: Ontology evolution aims at maintaining an ontology up to date with respect to changes in the domain that it models or novel requirements of information systems that it enables. The recent industrial adoption of Semantic Web techniques, which rely on ontologies, has led to the increased importance of the ontology evolution research. Typical approaches to ontology evolution are designed as multiple-stage processes combining techniques from a variety of fields (e.g., natural language processing and reasoning). However, the few existing surveys on this topic lack an in-depth analysis of the various stages of the ontology evolution process. This survey extends the literature by adopting a process-centric view of ontology evolution. Accordingly, we first provide an overall process model synthesized from an overview of the existing models in the literature. Then we survey the major approaches to each of the steps in this process and conclude on future challenges for techniques aiming to solve that particular stage.

    • We would like to thank Nathalie Aussenac-Gilles, Philippe Laublet and Jeff Z. Pan for their invaluable time and feedback for producing earlier versions of this paper. This work was partially supported by the PlanetData NoE (FP7:ICT-2009.3.4, 257641).

    • http://www.w3.org/TR/owl-ref/

    • http://protege.stanford.edu/

    • http://www.neon-toolkit.org/

    • http://linkeddata.org/

    • http://mayor2.dia.fi.upm.es/oeg-upm/files/pdf/NeOnGlossary.pdf

    • http://sourceforge.net/projects/jwordnet/

    • http://scarlet.open.ac.uk/

    • http://annotation.semanticweb.org/ontologies/iswc.owl

    • http://kmi-web05.open.ac.uk:81/cache/6/98b/5ca1/94b45/7e29980b0f/dfc4e24088dffe851

    • http://www.w3.org/TR/owl-features/

    • http://www.w3.org/RDF/,http://www.w3.org/TR/rdf-schema/

    • http://www.w3.org/TR/rdf-sparql-query/

    • http://www.w3.org/Submission/SPARQL-Update/

    • http://www.ontologydynamics.org/

    • Copyright © Cambridge University Press 2013 2013Cambridge University Press
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    Cite this article
    Fouad Zablith, Grigoris Antoniou, Mathieu d'Aquin, Giorgos Flouris, Haridimos Kondylakis, Enrico Motta, Dimitris Plexousakis, Marta Sabou. 2015. Ontology evolution: a process-centric survey. The Knowledge Engineering Review 30(1)45−75, doi: 10.1017/S0269888913000349
    Fouad Zablith, Grigoris Antoniou, Mathieu d'Aquin, Giorgos Flouris, Haridimos Kondylakis, Enrico Motta, Dimitris Plexousakis, Marta Sabou. 2015. Ontology evolution: a process-centric survey. The Knowledge Engineering Review 30(1)45−75, doi: 10.1017/S0269888913000349
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