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Codifying collaborative knowledge: using Wikipedia as a basis for automated ontology learning

delete2017-12-19
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PRE
AI
T
Tao Guo
D
David G. Schwartz *
F
Frada Burstein
H
Henry Linger
DOI:10.1057/kmrp.2009.14delete
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摘要

摘要

En 中文
In the context of knowledge management, ontology construction can be considered as a part of capturing of the body of knowledge of a particular problem domain. Traditionally, ontology construction assumes a tedious codification of the domain experts knowledge. In this paper, we describe a new approach to ontology engineering that has the potential of bridging the dichotomy between codification and collaboration turning to Web 2.0 technology. We propose to shift the primary source of ontology knowledge from the expert to socially emergent bodies of knowledge such as Wikipedia. Using Wikipedia as an example, we demonstrate how core terms and relationships of a domain ontology can be distilled from this socially constructed source. As an illustration, we describe how our approach achieved over 90% conceptual coverage compared with Gold standard hand-crafted ontologies, such as Cyc. What emerges is not a folksonomy, but rather a formal ontology that has nonetheless found its roots in social knowledge. Knowledge Management Research & Practice (2009) 7, 206-217. doi:10.1057/kmrp.2009.14
Keyword:
ontology
Wikipedia
Web 2.0
social knowledge
collaboration
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Knowledge Management Research and Practice 封面图
Knowledge Management Research and Practice
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3.8
论文数:
909
被引数:
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机构

M
Monash University
学者数:
5.4W
论文数: 5.4W
被引数: 79
B
Bar Ilan University
学者数:
9.7K
论文数: 8.5K
被引数: 59
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