Mining the Personal Interests of Microbloggers via Exploiting Wikipedia Knowledge
Authors | Miao Fan Qiang Zhou Thomas Fang Zheng |
|---|---|
Publication date | 2014 |
DOI | 10.1007/978-3-642-54903-8_16 |
Links | Original |
Mining the Personal Interests of Microbloggers via Exploiting Wikipedia Knowledge - scientific work related to Wikipedia quality published in 2014, written by Miao Fan, Qiang Zhou and Thomas Fang Zheng.
Overview
This paper focuses on an emerging research topic about mining microbloggers' personalized interest tags from their own microblogs ever posted. It based on an intuition that microblogs indicate the daily interests and concerns of microblogs. Previous studies regarded the microblogs posted by one microblogger as a whole document and adopted traditional keyword extraction approaches to select high weighting nouns without considering the characteristics of microblogs. Given the less textual information of microblogs and the implicit interest expression of microbloggers, authors suggest a new research framework on mining microbloggers' interests via exploiting the Wikipedia, a huge online word knowledge encyclopedia, to take up those challenges. Based on the semantic graph constructed via the Wikipedia, the proposed semantic spreading model SSM can discover and leverage the semantically related interest tags which do not occur in one's microblogs. According to SSM, An interest mining system have implemented and deployed on the biggest microblogging platform Sina Weibo in China. Authors have also specified a suite of new evaluation metrics to make up the shortage of evaluation functions in this research topic. Experiments conducted on a real-time dataset demonstrate that approach outperforms the state-of-the-art methods to identify microbloggers' interests.
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Wikipedia Quality
Fan, Miao; Zhou, Qiang; Zheng, Thomas Fang. (2014). "[[Mining the Personal Interests of Microbloggers via Exploiting Wikipedia Knowledge]]". Springer, Berlin, Heidelberg. DOI: 10.1007/978-3-642-54903-8_16.
English Wikipedia
{{cite journal |last1=Fan |first1=Miao |last2=Zhou |first2=Qiang |last3=Zheng |first3=Thomas Fang |title=Mining the Personal Interests of Microbloggers via Exploiting Wikipedia Knowledge |date=2014 |doi=10.1007/978-3-642-54903-8_16 |url=https://wikipediaquality.com/wiki/Mining_the_Personal_Interests_of_Microbloggers_via_Exploiting_Wikipedia_Knowledge |journal=Springer, Berlin, Heidelberg}}
HTML
Fan, Miao; Zhou, Qiang; Zheng, Thomas Fang. (2014). "<a href="https://wikipediaquality.com/wiki/Mining_the_Personal_Interests_of_Microbloggers_via_Exploiting_Wikipedia_Knowledge">Mining the Personal Interests of Microbloggers via Exploiting Wikipedia Knowledge</a>". Springer, Berlin, Heidelberg. DOI: 10.1007/978-3-642-54903-8_16.
