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2001

Multifaceted Exploitation of Metadata for Attribute Match Discovery in Information Integration

8 years 9 months ago
Multifaceted Exploitation of Metadata for Attribute Match Discovery in Information Integration
Automating semantic matching of attributes for the purpose of information integration is challenging, and the dynamics of the Web further exacerbate this problem. Believing that many facets of metadata can contribute to a resolution, we present a framework for multifaceted exploitation of metadata in which we gather information about potential matches from various facets of metadata and combine this information to generate and place confidence values on potential attribute matches. To make the framework apply in the highly dynamic Web environment, we base our process largely on machine learning. Experiments we have conducted are encouraging, showing that when the combination of facets converges as expected, the results are highly reliable.
David W. Embley, David Jackman, Li Xu
Added 31 Oct 2010
Updated 31 Oct 2010
Type Conference
Year 2001
Where WIIW
Authors David W. Embley, David Jackman, Li Xu
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