Title
Entity Conceptualization and Understanding Based on Web-Scale Knowledge Bases
Abstract
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
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 Zeng18919.31
Hong-Wei Hao235927.28
Bo Xu324136.59