{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,5]],"date-time":"2026-01-05T18:35:53Z","timestamp":1767638153941,"version":"3.48.0"},"reference-count":31,"publisher":"Maximum Academic Press","issue":"1","license":[{"start":{"date-parts":[[2007,3,1]],"date-time":"2007-03-01T00:00:00Z","timestamp":1172707200000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/www.cambridge.org\/core\/terms"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["The Knowledge Engineering Review"],"published-print":{"date-parts":[[2007,3]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>Building a probabilistic network for a real-life domain of application is a hard and time-consuming process, which is generally performed with the help of domain experts. As the scope and, hence, the size and complexity of networks are increasing, the need for proper management of the elicited domain knowledge becomes apparent. To study the usefulness of ontologies for this purpose, we constructed an ontology for the domain of oesophageal cancer, based on a real-life probabilistic network for the staging of cancer of the oesophagus and the knowledge elicited for its construction. In this paper, we describe the various components of our ontology and outline the benefits of using ontologies in engineering probabilistic networks.<\/jats:p>","DOI":"10.1017\/s0269888907001038","type":"journal-article","created":{"date-parts":[[2007,5,25]],"date-time":"2007-05-25T09:12:35Z","timestamp":1180084355000},"page":"67-86","source":"Crossref","is-referenced-by-count":2,"title":["Ontologies for probabilistic networks: a case study in the oesophageal-cancer domain"],"prefix":"10.48130","volume":"22","author":[{"given":"EVELINE M.","family":"HELSPER","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"LINDA C.","family":"VAN DER GAAG","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"27968","published-online":{"date-parts":[[2007,3,1]]},"reference":[{"doi-asserted-by":"publisher","key":"S0269888907001038_ref005","DOI":"10.1006\/ijhc.1996.0121"},{"volume-title":"Knowledge Engineering and Knowledge Management: Methods, Models and Tools, Proceedings of the 12th International Conference, EKAW-2000","year":"2000","author":"Noy","key":"S0269888907001038_ref023"},{"doi-asserted-by":"publisher","key":"S0269888907001038_ref012","DOI":"10.1006\/ijhc.1995.1081"},{"volume-title":"Proceedings of the Thirteenth Conference on Uncertainty in Artificial Intelligence","year":"1997","author":"Laskey","key":"S0269888907001038_ref019"},{"volume-title":"The Semantic Web \u2014 ISWC 2004, Proceedings of the Third International Semantic Web Conference","year":"2004","author":"Knublauch","key":"S0269888907001038_ref016"},{"doi-asserted-by":"publisher","key":"S0269888907001038_ref004","DOI":"10.1109\/TKDE.2000.868901"},{"doi-asserted-by":"publisher","key":"S0269888907001038_ref011","DOI":"10.1006\/knac.1993.1008"},{"volume-title":"Knowledge Acquisition for Knowledge-Based Systems","year":"1988","author":"Bylander","key":"S0269888907001038_ref002"},{"volume-title":"Knowledge Engineering and Knowledge Management: Ontologies and the Semantic Web. Proceedings of EKAW 2002","year":"2002","author":"van der Gaag","key":"S0269888907001038_ref029"},{"unstructured":"Genesereth M. R. & Fikes R. E. 1992 Knowledge Interchange Format version 3.0. Computer Science Department, Stanford University, Technical Report Logic-92-1.","key":"S0269888907001038_ref009"},{"unstructured":"Gennari J. , Musen M. A. , Fergerson R. W. , Grosso W. E. , Crubezy M. , Eriksson H. , Noy N. F. & Tu S. W. 2002 The Evolution of Prot\u00e9g\u00e9: An Environment for Knowledge-Based Systems Development. Technical report SMI-2002-0943, Stanford Medical Informatics, Stanford University.","key":"S0269888907001038_ref010"},{"volume-title":"Proceedings of the Thirteenth International Florida Artificial Intelligence Research Society Conference","year":"2000","author":"Bangs\u00f8","key":"S0269888907001038_ref001"},{"doi-asserted-by":"publisher","key":"S0269888907001038_ref006","DOI":"10.1017\/S0269888902000462"},{"doi-asserted-by":"publisher","key":"S0269888907001038_ref020","DOI":"10.1109\/69.868902"},{"key":"S0269888907001038_ref008","first-page":"53","article-title":"The state of the art in ontology design: a survey and comparative review","volume":"18","author":"Noy","year":"1997","journal-title":"AI Magazine"},{"doi-asserted-by":"publisher","key":"S0269888907001038_ref027","DOI":"10.1017\/S0269888900007797"},{"doi-asserted-by":"publisher","key":"S0269888907001038_ref022","DOI":"10.1017\/S0269888900003039"},{"volume-title":"ECAI 2002: Proceedings of the 15th European Conference on Artificial Intelligence","year":"2002","author":"Helsper","key":"S0269888907001038_ref013"},{"unstructured":"Helsper E. M. & van der Gaag L. C. 2005 Generic knowledge structures for probabilistic-network engineering. The Third Bayesian Modeling Applications Workshop, during UAI-05, Edinburgh, UK.","key":"S0269888907001038_ref014"},{"volume-title":"Proceedings of the Fifteenth National Conference on Artificial Intelligence (AAAI-98)","year":"1998","author":"Koller","key":"S0269888907001038_ref018"},{"volume-title":"Proceedings of the Twelfth Conference on Uncertainty in Artificial Intelligence","year":"1996","author":"Mahoney","key":"S0269888907001038_ref021"},{"doi-asserted-by":"publisher","key":"S0269888907001038_ref015","DOI":"10.1007\/978-1-4757-3502-4"},{"doi-asserted-by":"publisher","key":"S0269888907001038_ref026","DOI":"10.1016\/S0169-023X(97)00056-6"},{"doi-asserted-by":"publisher","key":"S0269888907001038_ref007","DOI":"10.1109\/5254.747904"},{"doi-asserted-by":"publisher","key":"S0269888907001038_ref028","DOI":"10.1017\/S0269888998001088"},{"doi-asserted-by":"publisher","key":"S0269888907001038_ref030","DOI":"10.1016\/S0933-3657(02)00012-X"},{"doi-asserted-by":"publisher","key":"S0269888907001038_ref031","DOI":"10.1006\/ijhc.1996.0090"},{"volume-title":"Proceedings of the Fifth International Joint Conference on Artificial Intelligence","year":"1977","author":"Rieger","key":"S0269888907001038_ref024"},{"doi-asserted-by":"publisher","key":"S0269888907001038_ref003","DOI":"10.1109\/5254.747902"},{"volume-title":"Proceedings of the Thirteenth Conference on Uncertainty in Artificial Intelligence","year":"1997","author":"Koller","key":"S0269888907001038_ref017"},{"volume-title":"Knowledge Engineering and Management: The CommonKADS Methodology","year":"2000","author":"Schreiber","key":"S0269888907001038_ref025"}],"container-title":["The Knowledge Engineering Review"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.cambridge.org\/core\/services\/aop-cambridge-core\/content\/view\/S0269888907001038","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,5]],"date-time":"2026-01-05T14:43:45Z","timestamp":1767624225000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.cambridge.org\/core\/product\/identifier\/S0269888907001038\/type\/journal_article"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2007,3]]},"references-count":31,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2007,3]]}},"alternative-id":["S0269888907001038"],"URL":"https:\/\/doi.org\/10.1017\/s0269888907001038","relation":{},"ISSN":["0269-8889","1469-8005"],"issn-type":[{"type":"print","value":"0269-8889"},{"type":"electronic","value":"1469-8005"}],"subject":[],"published":{"date-parts":[[2007,3]]}}}