Title | ||
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With a Little Help from my Neighbors: Person Name Linking Using the Wikipedia Social Network. |
Abstract | ||
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Driven by the popularity of social networks, there has been an increasing interest in employing such networks in the context of named entity linking. In this paper, we present a novel approach to person name disambiguation and linking that uses a large-scale social network extracted from the English Wikipedia. First, possible candidate matches for an ambiguous person name are determined. With each candidate match, a network substructure is associated. Based on the similarity between these network substructures and the latent network of an ambiguous person name in a document, we propose an efficient ranking method to resolve the ambiguity. We demonstrate the effectiveness of our approach, resulting in an overall precision of over 96% for disambiguating person names and linking them to real world entities. |
Year | DOI | Venue |
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2016 | 10.1145/2872518.2891109 | WWW (Companion Volume) |
Field | DocType | Citations |
Data mining,World Wide Web,Social network,Ranking,Computer science,Popularity,Named entity,Name disambiguation,Ambiguity | Conference | 2 |
PageRank | References | Authors |
0.39 | 20 | 2 |
Name | Order | Citations | PageRank |
---|---|---|---|
Johanna Geiss | 1 | 21 | 3.51 |
Michael Gertz | 2 | 179 | 11.68 |