Title:
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SACK-OF-SEMANTICS: APPLYING CULTURAL KNOWLEDGE TO IDENTIFY SIMILAR PEOPLE IN SOCIAL NETWORK SITES |
Author(s):
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Fernando Cesar Balbino, Junia Coutinho Anacleto, Gilberto Astolfi |
ISBN:
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978-989-8533-06-7 |
Editors:
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Hans Weghorn, Leonardo Azevedo and Pedro Isaías |
Year:
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2011 |
Edition:
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Single |
Keywords:
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Social media, online communities, cultural knowledge, homophily, communication, recommendation systems. |
Type:
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Full Paper |
First Page:
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75 |
Last Page:
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82 |
Language:
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English |
Cover:
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Full Contents:
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click to dowload
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Paper Abstract:
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Homophilous communities tend to promote more effective communication because of similarities among individuals. Online communities (OCs) seem to follow this tendency, joining people around common interests, among other reasons. This work, partially supported by Fapesp (proc. 2010/52135-9), presents a cultural knowledge-based method to identify people who talk about a same topic in social network sites (SNSs), even if they use a vocabulary influenced by diverse cultural background. Using a cultural knowledge base, our method performs a cultural translation which goes beyond traditional keyword-searches to find people potentially interested in a same topic. The method consists of 4 steps: i) syntactic extraction from a seed phrase, which defines the topic of interest; ii) cultural translation/expansion of the seed phrase; iii) peoples search in a SNS; iv) rank users by postings frequency. To verify its effectiveness, an evaluation was conducted and results indicated the methods innovative contribution to identify people who are talking about a same topic, including its potential to support a recommender system to form homophilous OCs. |
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