Title :
A Semantic Mapping Representation and Generation Tool Using UML for System Engineers
Author :
Seung-Hwa Chung ; Wei Tai ; O´Sullivan, Dominic ; Boran, Aidan
Author_Institution :
Sch. of Comput. Sci. & Stat, Trinity Coll. Dublin, Dublin, Ireland
Abstract :
To address the problem of semantic heterogeneity, there has been a large body of research directed to the study of semantic mapping technologies. Although various semantic mapping technologies have been investigated, facilitating the process for domain experts to perform a semantic data integration task is not an easy task. This is because one is required not only to possess domain expertise but also to have a good understanding of knowledge engineering. This work proposes an abstract semantic mapping representation using UML for undertaking ontology mapping. The aim is to enable domain experts (particularly system engineers) to undertake mappings using the proposed UML representation that they are familiar with, while ensuring accuracy and ease of use of the automatically generated mappings. The proposed UML representation is evaluated through usability experiments (undertaken by system engineers) using a developed tool that was developed to implement the propose approach. The results show that the participants could correctly undertake the mapping task using the proposed UML representation and that the tool generated correct and executable mappings.
Keywords :
Unified Modeling Language; ontologies (artificial intelligence); UML; Unified Modeling Language; knowledge engineering; ontology mapping; semantic data integration task; semantic heterogeneity; semantic mapping generation tool; semantic mapping representation tool; semantic mapping technologies; system engineers; usability experiments; Abstracts; Concrete; OWL; Ontologies; Semantics; Syntactics; Unified modeling language; UML; core mapping types; ontology mapping; semantic mapping representation; system engineers;
Conference_Titel :
Semantic Computing (ICSC), 2014 IEEE International Conference on
Conference_Location :
Newport Beach, CA
Print_ISBN :
978-1-4799-4002-8
DOI :
10.1109/ICSC.2014.16