Abstract | ||
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This paper investigates on entity conceptualization and its applications based on a Web-scale knowledge base. Firstly, inspired by the spreading activation theory from Cognitive Psychology, a model for entity conceptualization in a context-free setting is introduced. Secondly, an extended model with additional consideration on environmental factors is proposed for context-sensitive entity conceptualization. With entity conceptualization, we propose a method for generating concept-level knowledge based on conceptualization of large-scale factual triple form knowledge acquired from the Wiki-Encyclopedias. We provide several typicality measures for understanding concept-level knowledge in different perspectives. Finally, we discuss how the concept-level knowledge and its typicality measures can be used for finding incorrect knowledge contributed by Wiki-Encyclopedia contents contributors. |
Year | DOI | Venue |
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2013 | 10.1109/SMC.2013.597 | SMC |
Keywords | DocType | ISSN |
spreading activation theory,cognitive psychology,web-scale knowledge bases,incorrect knowledge,knowledge based systems,encyclopaedias,wiki-encyclopedia contents contributor,context-free setting,concept-level knowledge,wiki-encyclopedia,entity conceptualization,web sites,internet,environmental factors,concept ranking,typicality measure,large-scale factual triple form knowledge,extended model,web-scale knowledge base,property restriction,activation theory,spreading activation,context-sensitive entity conceptualization | Conference | 1062-922X |
Citations | PageRank | References |
1 | 0.37 | 4 |
Authors | ||
3 |
Name | Order | Citations | PageRank |
---|---|---|---|
Yi Zeng | 1 | 89 | 19.31 |
Hong-Wei Hao | 2 | 359 | 27.28 |
Bo Xu | 3 | 241 | 36.59 |