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Ontology Dynamics in a Data Life Cycle: Challenges and Recommendations from a Geoscience Perspective 被引量:4
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作者 Xiaogang Ma Peter Fox +2 位作者 Eric Rozell Patrick West stephan zednik 《Journal of Earth Science》 SCIE CAS CSCD 2014年第2期407-412,共6页
Ontologies are increasingly deployed as a computer-accessible representation of key semantics in various parts of a data life cycle and, thus, ontology dynamics may pose challenges to data management and re-use. By us... Ontologies are increasingly deployed as a computer-accessible representation of key semantics in various parts of a data life cycle and, thus, ontology dynamics may pose challenges to data management and re-use. By using examples in the field of geosciences, we analyze challenges raised by ontology dynamics, such as heavy reworking of data, semantic heterogeneity among data providers and users, and error propagation in cross-discipline data discovery and re-use. We also make recommendations to address these challenges: (1) communities of practice on ontologies to re- duce inconsistency and duplicated efforts; (2) use ontologies in the procedure of data collection and make them accessible to data users; and (3) seek methods to speed up the reworking of data in a Semantic Web context. 展开更多
关键词 semantic web knowledge evolution data transformation geoscience.
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