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WikiMatcher-Thesis.pdf (330.5 KB)
ETD Abstract Container
Abstract Header
WikiMatcher: Leveraging Wikipedia for Ontology Alignment
Author Info
McCurdy, Helena Brooke
ORCID® Identifier
http://orcid.org/0000-0002-0650-0845
Permalink:
http://rave.ohiolink.edu/etdc/view?acc_num=wright1461710743
Abstract Details
Year and Degree
2016, Master of Science in Computer Engineering (MSCE), Wright State University, Computer Engineering.
Abstract
As the Semantic Web grows, so does the number of ontologies used to structure the data within it. Aligning these ontologies is critical to fully realizing the potential of the web. Previous work in ontology alignment has shown that even alignment systems utilizing basic string similarity metrics can produce useful matches. Researchers speculate that including semantic as well as syntactic information inherent in entity labels can further improve alignment results. This paper examines that hypothesis by exploring the utility of using Wikipedia as a source of semantic information. Various elements of Wikipedia are considered, including article content, page terms, and search snippets. The utility of each information source is analyzed and a composite system, WikiMatcher, is created based on this analysis. The performance of WikiMatcher is compared to that of a basic string-based alignment system on two established alignment benchmarks and two other real-world datasets. The extensive evaluation shows that although WikiMatcher performs similarly to that of the string metric overall, it is able to find many matches with no syntactic similarity between labels. This performance seems to be driven by Wikipedia's query resolution and page redirection system, rather than by the particular information from Wikipedia that is used to compare entities.
Committee
Michelle Cheatham, Ph.D. (Advisor)
Mateen Rizki, Ph.D. (Committee Member)
Krishnaprasad Thirunarayan, Ph.D. (Committee Member)
Pages
59 p.
Subject Headings
Computer Engineering
;
Computer Science
Keywords
ontology alignment
;
wikipedia
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Citations
McCurdy, H. B. (2016).
WikiMatcher: Leveraging Wikipedia for Ontology Alignment
[Master's thesis, Wright State University]. OhioLINK Electronic Theses and Dissertations Center. http://rave.ohiolink.edu/etdc/view?acc_num=wright1461710743
APA Style (7th edition)
McCurdy, Helena.
WikiMatcher: Leveraging Wikipedia for Ontology Alignment.
2016. Wright State University, Master's thesis.
OhioLINK Electronic Theses and Dissertations Center
, http://rave.ohiolink.edu/etdc/view?acc_num=wright1461710743.
MLA Style (8th edition)
McCurdy, Helena. "WikiMatcher: Leveraging Wikipedia for Ontology Alignment." Master's thesis, Wright State University, 2016. http://rave.ohiolink.edu/etdc/view?acc_num=wright1461710743
Chicago Manual of Style (17th edition)
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Document number:
wright1461710743
Download Count:
615
Copyright Info
© 2016, all rights reserved.
This open access ETD is published by Wright State University and OhioLINK.