Analysis and Prediction of User Editing Patterns in Ontology Development Projects

Journal on Data Semantics

Volumn 4, Issue 2, 2015, Pages 117-132

  Wang, Hao ^a   Tudorache, Tania ^b   Dou, Dejing ^a   Noy, Natalya F ^b   Musen, Mark A ^b  

^a UNIVERSITY OF OREGON   (United States)

^b STANFORD UNIVERSITY SCHOOL OF MEDICINE   (United States)

Author keywords

Collaborative Ontology Development; Data Mining Association Rule Mining; Ontology; User Editing Pattern

Indexed keywords

EID: 84975297564     PISSN: 18612032     EISSN: 18612040     Source Type: Journal    
DOI: 10.1007/s13740-014-0047-3     Document Type: Article

References (29)

1. Agichtein, E., Brill, E., Dumais, S.: Improving web search ranking by incorporating user behavior information. In: ACM SIGIR International Conference on Research and Development in Information Retrieval, pp. 19–26 (2006).
2. Agrawal, R., Imielinski, T., Swami, A.N.: Mining association rules between sets of items in large databases. In: ACM SIGMOD International Conference on Management of Data, pp. 207–216 (1993).
3. Agrawal, R., Srikant, R.: Fast algorithms for mining association rules. In: International Conference on Very Large Data Bases, pp. 487–499 (1994).
4. Borges, J., Levene, M.: Data mining of user navigation patterns. In: Revised Papers from the International Workshop on Web Usage Analysis and User Profiling, pp. 92–111 (2000).
5. Cosley, D., Frankowski, D., Terveen, L., Riedl, J.: Suggestbot: Using intelligent task routing to help people find work in wikipedia. In: International Conference on Intelligent User Interfaces, pp. 32–41 (2007).
6. De Leenheer, P., Debruyne, C., Peeters, J.: Towards social performance indicators for community-based ontology evolution. In: Workshop on Collaborative Construction, Management and Linking of Structured Knowledge at the International Semantic Web Conference (2009).
7. Falconer, S.M., Tudorache, T., Noy, N.F.: An analysis of collaborative patterns in large-scale ontology development projects. In: International Conference on Knowledge Capture, pp. 25–32 (2011).
8. Gibson, A., Wolstencroft, K., Stevens, R.: Promotion of ontological comprehension: Exposing terms and metadata with web 2.0. In: Workshop on Social and Collaborative Construction of Structured Knowledge (2007).
9. GO Consortium (2001) Creating the Gene Ontology resource: design and implementation. Genome Research 11(8):1425–1433
10. Hall M, Frank E, Holmes G, Pfahringer B, Reutemann P, Witten IH (2009) The WEKA data mining software: an update. SIGKDD Explorations 11(1):10–18
11. Han, J., Kamber, M.: Data Mining: Concepts and Techniques. Morgan Kaufmann Publishers (2001).
12. Hartung M, Kirsten T, Gross A, Rahm E (2009) Onex: Exploring changes in life science ontologies. BMC Bioinformatics 10(1):250
13. Hipp J, Güntzer U, Nakhaeizadeh G (2000) Algorithms for association rule mining - A general survey and comparison. SIGKDD Explorations 2(1):58–64
14. Malone J, Stevens R (2013) Measuring the level of activity in community built bio-ontologies. Journal of Biomedical Informatics 46(1):5–14
15. Noy, N.F., Chugh, A., Liu, W., Musen, M.A.: A framework for ontology evolution in collaborative environments. In: International Semantic Web Conference, pp. 544–558 (2006).
16. Noy NF, Sintek M, Decker S, Crubézy M, Fergerson RW, Musen MA (2001) Creating semantic web contents with protégé-2000. IEEE Intelligent Systems 16(2):60–71
17. Perera D, Kay J, Koprinska I, Yacef K, Zaïane OR (2009) Clustering and sequential pattern mining of online collaborative learning data. IEEE Transactions on Knowledge and Data Engineering 21(6):759–772
18. Pesquita, C., Couto, F.M.: Predicting the extension of biomedical ontologies. PLoS Computational Biology 8(9) (2012).
19. Pöschko, J., Strohmaier, M., Tudorache, T., Noy, N.F., Musen, M.A.: Pragmatic analysis of crowd-based knowledge production systems with iCAT analytics: Visualizing changes to the ICD-11 ontology. In: AAAI Spring Symposium on Wisdom of the Crowds, pp. 59–64 (2012).
20. Rector, A.L., Drummond, N., Horridge, M., Rogers, J., Knublauch, H., Stevens, R., Wang, H., Wroe, C.: OWL pizzas: Practical experience of teaching OWL-DL: Common errors & common patterns. In: International Conference on Knowledge Engineering and Knowledge Management, pp. 63–81 (2004).
21. Sebastian, A., Noy, N.F., Tudorache, T., Musen, M.A.: A generic ontology for collaborative ontology-development workflows. In: International Conference on Knowledge Engineering and Knowledge Management, pp. 318–328 (2008).
22. Sioutos N, de Coronado S, Haber M, Hartel F, Shaiu W, Wright L (2007) NCI Thesaurus: A semantic model integrating cancer-related clinical and molecular information. Journal of Biomedical Informatics 40(1):30–43
23. Strohmaier M, Walk S, Pöschko J, Lamprecht D, Tudorache T, Nyulas C, Musen MA, Noy NF (2013) How ontologies are made: Studying the hidden social dynamics behind collaborative ontology engineering projects. Journal of Web Semantics 20:18–34
24. Tudorache, T., Falconer, S.M., Nyulas, C.I., Noy, N.F., Musen, M.A.: Will semantic web technologies work for the development of ICD-11? In: International Semantic Web Conference, pp. 257–272 (2010).
25. Tudorache T, Nyulas C, Noy NF, Musen MA (2013) WebProtégé: A collaborative ontology editor and knowledge acquisition tool for the web. Semantic Web Journal 4(1):89–99
26. Walk S, Pöschko J, Strohmaier M, Andrews K, Tudorache T, Noy NF, Nyulas C, Musen MA (2013) Pragmatix: An interactive tool for visualizing the creation process behind collaboratively engineered ontologies. International Journal on Semantic Web and Information Systems 9(1):45–78
27. Walk, S., Singer, P., Strohmaier, M., Tudorache, T., Musen, M., Noy, N.: Discovering beaten paths in collaborative ontology-engineering projects using markov chains. Accepted for Publication in Journal of Biomedical Informatics (2014).
28. Wang, H., Tudorache, T., Dou, D., Noy, N.F., Musen, M.A.: Analysis of user editing patterns in ontology development projects. In: International Conference on Ontologies, Databases and Application of Semantics, pp. 470–487 (2013).
29. World Health Organization: International classification of diseases (ICD). http://www.who.int/classifications/icd/revision/en/. Last accessed: Oct, 2014