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Pregled bibliografske jedinice broj: 1188362

Application of Affective Lexicons in Sports Text Mining: a Case Study of FIFA World Cup 2018


Avdić, Dino; Bagić Babac, Marina
Application of Affective Lexicons in Sports Text Mining: a Case Study of FIFA World Cup 2018 // South Eastern European journal of communication, 3 (2021), 2; 23, 33 (međunarodna recenzija, članak, znanstveni)


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Naslov
Application of Affective Lexicons in Sports Text Mining: a Case Study of FIFA World Cup 2018

Autori
Avdić, Dino ; Bagić Babac, Marina

Izvornik
South Eastern European journal of communication (2712-0430) 3 (2021), 2; 23, 33

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
text mining ; emotion analysis ; football ; Reddit ; machine learning

Sažetak
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%.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Ustanove:
Fakultet elektrotehnike i računarstva, Zagreb

Profili:

Avatar Url Marina Bagić Babac (autor)

Poveznice na cjeloviti tekst rada:

web-admin.sum.ba

Citiraj ovu publikaciju:

Avdić, Dino; Bagić Babac, Marina
Application of Affective Lexicons in Sports Text Mining: a Case Study of FIFA World Cup 2018 // South Eastern European journal of communication, 3 (2021), 2; 23, 33 (međunarodna recenzija, članak, znanstveni)
Avdić, D. & Bagić Babac, M. (2021) Application of Affective Lexicons in Sports Text Mining: a Case Study of FIFA World Cup 2018. South Eastern European journal of communication, 3 (2), 23, 33.
@article{article, author = {Avdi\'{c}, Dino and Bagi\'{c} Babac, Marina}, year = {2021}, pages = {33}, chapter = {23}, keywords = {text mining, emotion analysis, football, Reddit, machine learning}, journal = {South Eastern European journal of communication}, volume = {3}, number = {2}, issn = {2712-0430}, title = {Application of Affective Lexicons in Sports Text Mining: a Case Study of FIFA World Cup 2018}, keyword = {text mining, emotion analysis, football, Reddit, machine learning}, chapternumber = {23} }
@article{article, author = {Avdi\'{c}, Dino and Bagi\'{c} Babac, Marina}, year = {2021}, pages = {33}, chapter = {23}, keywords = {text mining, emotion analysis, football, Reddit, machine learning}, journal = {South Eastern European journal of communication}, volume = {3}, number = {2}, issn = {2712-0430}, title = {Application of Affective Lexicons in Sports Text Mining: a Case Study of FIFA World Cup 2018}, keyword = {text mining, emotion analysis, football, Reddit, machine learning}, chapternumber = {23} }




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