Exploiting Wikipedia for Entity Name Disambiguation in Tweets
Authors | Muhammad Atif Qureshi Muhammad Atif Qureshi Colm O’Riordan Gabriella Pasi |
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Publication date | 2014 |
DOI | 10.1007/978-3-319-07983-7_25 |
Links | Original |
Exploiting Wikipedia for Entity Name Disambiguation in Tweets - scientific work related to Wikipedia quality published in 2014, written by Muhammad Atif Qureshi, Muhammad Atif Qureshi, Colm O’Riordan and Gabriella Pasi.
Overview
Social media repositories serve as a significant source of evidence when extracting information related to the reputation of a particular entity (e.g., a particular politician, singer or company). Reputation management experts are in need of automated methods for mining the social media repositories (in particular Twitter) to monitor the reputation of a particular entity. A quite significant research challenge related to the above issue is to disambiguate tweets with respect to entity names. To address this issue in this paper authors use “context phrases” in a tweet and Wikipedia disambiguated articles for a particular entity in a random forest classifier. Furthermore, authors also utilize the concept of “relatedness” between tweet and entity using the Wikipedia category-article structure that captures the amount of discussion present inside a tweet related to an entity. The experimental evaluations show a significant improvement over the baseline and comparable performance with other systems representing strong performance given that authors restrict ourselves to features extracted from Wikipedia.
Embed
Wikipedia Quality
Qureshi, Muhammad Atif; Qureshi, Muhammad Atif; O’Riordan, Colm; Pasi, Gabriella. (2014). "[[Exploiting Wikipedia for Entity Name Disambiguation in Tweets]]". Springer, Cham. DOI: 10.1007/978-3-319-07983-7_25.
English Wikipedia
{{cite journal |last1=Qureshi |first1=Muhammad Atif |last2=Qureshi |first2=Muhammad Atif |last3=O’Riordan |first3=Colm |last4=Pasi |first4=Gabriella |title=Exploiting Wikipedia for Entity Name Disambiguation in Tweets |date=2014 |doi=10.1007/978-3-319-07983-7_25 |url=https://wikipediaquality.com/wiki/Exploiting_Wikipedia_for_Entity_Name_Disambiguation_in_Tweets |journal=Springer, Cham}}
HTML
Qureshi, Muhammad Atif; Qureshi, Muhammad Atif; O’Riordan, Colm; Pasi, Gabriella. (2014). "<a href="https://wikipediaquality.com/wiki/Exploiting_Wikipedia_for_Entity_Name_Disambiguation_in_Tweets">Exploiting Wikipedia for Entity Name Disambiguation in Tweets</a>". Springer, Cham. DOI: 10.1007/978-3-319-07983-7_25.