Using machine learning to support continuous ontology development

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

Volumn 6317 LNAI, Issue , 2010, Pages 381-390

  Ramezani, Maryam ^a   Witschel, Hans Friedrich ^a   Braun, Simone ^b   Zacharias, Valentin ^b  

^a SAP RESEARCH   (Germany)

^b FZI RESEARCH CENTER FOR INFORMATION TECHNOLOGY   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

BOOKMARKING; CONCEPT HIERARCHIES; DATA SETS; MACHINE LEARNING TECHNOLOGY; MACHINE-LEARNING; NOVEL ALGORITHM; ONTOLOGY DEVELOPMENT; SEMANTIC WIKI; SOCIAL SEMANTICS; WIKIPEDIA; CONTINUOUS DEVELOPMENT;

ALGORITHMS; KNOWLEDGE ENGINEERING; LEARNING SYSTEMS; SEMANTICS; ARTIFICIAL INTELLIGENCE; KNOWLEDGE MANAGEMENT; ONTOLOGY;

ONTOLOGY; LEARNING SYSTEMS;

EID: 78650230538     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-16438-5_28     Document Type: Conference Paper

References (19)

1. Braun, S., Kunzmann, C., Schmidt, A.: People Tagging & Ontology Maturing: Towards Collaborative Competence Management. In: From CSCW to Web2.0: European Developments in Collaborative Design. CSCW Series, pp. 133-154. Springer, London (2010)
2. Braun, S., Schmidt, A.,Walter, A., Nagypal, G., Zacharias, V.: Ontology Maturing: a Collaborative Web 2.0 Approach to Ontology Engineering. In: Proc. of the WWW 2007 Workshop on CKC, CEUR-WS, vol. 273 (2007)
3. Zacharias, V., Braun, S.: SOBOLEO - Social Bookmarking and Lightweight Ontology Engineering. In: Proc. of the WWW 2007 Workshop on CKC, CEUR-WS, vol. 273 (2007)
4. Braun, S., Schora, C., Zacharias, V.: Semantics to the Bookmarks: A Review of Social Semantic Bookmarking Systems. In: Proc. of the 5th I-SEMANTICS, pp. 445-454 (2009)
5. Krótzsch, M., Vrandecic, D., Vólkel, M., Haller, H., Studer, R.: Semantic Wikipedia. Journal of Web Semantics 5, 251-261 (2007)
6. Mika, P.: Ontologies are us: A unified model of social networks and semantics. In: Gil, Y., Motta, E., Benjamins, V.R., Musen, M.A. (eds.) ISWC 2005. LNCS, vol. 3729, pp. 522-536. Springer, Heidelberg (2005)
7. Philippe, K.A., Ouksel, A.M.: Emergent Semantics Principles and Issues. In: Lee, Y., Li, J., Whang, K.-Y., Lee, D. (eds.) DASFAA 2004. LNCS, vol. 2973, pp. 25-38. Springer, Heidelberg (2004)
8. Damme, C.V., Coenen, T., Vandijck, E.: Deriving a Lightweight Corporate Ontology form a Folksonomy: a Methodology and its Possible Applications. Scalable Computing: Practice and Experience - Int. J. for Parallel and Distributed Computing 9(4), 293-301 (2008)
9. Angeletou, S., Sabou, M., Motta, E.: Improving Folksonomies Using Formal Knowledge: A Case Study on Search. In: Gómez-Pérez, A., Yu, Y., Ding, Y. (eds.) ASWC 2009. LNCS, vol. 5926, pp. 276-290. Springer, Heidelberg (2009)
10. Monachesi, P., Markus, T.: Using Social Media for Ontology Enrichment. In: Proc. of 7th ESWC, pp. 166-180. Springer, Heidelberg (2010)
11. Zhao, N., Fang, F., Fan, L.: An Ontology-Based Model for Tags Mapping and Management. In: Proc. of the Int. Conf. on CSSE, pp. 483-486. IEEE Computer Society, Los Alamitos (2008)
12. Heymann, P., Garcia-Molina, H.: Collaborative Creation of Communal Hierarchical Taxonomies in Social Tagging Systems. Technical Report 2006-10, Stanford University (2006)
13. Markines, B., Cattuto, C., Menczer, F., Benz, D., Hotho, A., Stumme, G.: Evaluating Similarity Measures for Emergent Semantics of Social Tagging. In: Proc. of the 18th Int. Conf. on WWW, pp. 641-650. ACM, New York (2009)
14. Balby Marinho, L., Buza, K., Schmidt-Thieme, L.: Folksonomy-Based Collabulary Learning. In: Sheth, A.P., Staab, S., Dean, M., Paolucci, M., Maynard, D., Finin, T., Thirunarayan, K. (eds.) ISWC 2008. LNCS, vol. 5318, pp. 261-276. Springer, Heidelberg (2008)
15. Dey, A.K.: Understanding and using context. Personal and Ubiquitous Computing 5(1), 4-7 (2001)
16. Van Rijsbergen, C.: Information Retrieval. Butterworth-Heinemann Newton, USA (1979)
17. Sarwar, B., Karypis, G., Konstan, J., Riedl, J.: Item-based collaborative filtering recommendation algorithms. In: Proc. of the 10th Int. Conf. on WWW, pp. 285-295. ACM, New York (2001)
18. Ramezani, M., Witschel, H.F.: An intelligent system for semi-automatic evolution of ontologies. In: Proceedings of 5th IEEE International Conference on Intelligent Systems IS 2010 (2010)
19. Siorpaes, K., Bachlechner, D.: Harvesting wiki consensus - using wikipedia entries as ontology elements. IEEE Internet Computing, 54-65 (2006)