Application of Affective Lexicons in Sports Text Mining: a Case Study of FIFA World Cup 2018 (CROSBI ID 308086)
Prilog u časopisu | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Avdić, Dino ; Bagić Babac, Marina
engleski
Application of Affective Lexicons in Sports Text Mining: a Case Study of FIFA World Cup 2018
World Cup is a major football event that is globally popular and has its very best influence on human emotions. As such, it affects how people verbally discuss football topics on the Internet. In addition, it shows great significance when viewers who usually do not watch other football competitions start paying close attention when their nation plays a World Cup football match. In this paper, fans’ online behaviour during World Cup 2018 was analysed using text mining methods. With the use of emotion analysis, it is noticed that there are different emotional states through which people go while sharing their thoughts with other people about football. Reddit, a discussion Internet website, was used as a generator of user data. Five supervised machine learning algorithms were used to test and revise an existing model. It is affirmed that the model successfully predicts the emotions within the text with an average accuracy of 78%.
text mining ; emotion analysis ; football ; Reddit ; machine learning
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