Pregled bibliografske jedinice broj: 967002
Not Just Depressed: Bipolar Disorder Prediction on Reddit
Not Just Depressed: Bipolar Disorder Prediction on Reddit // Proceedings of the 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis
Brisel: Association for Computational Linguistics (ACL), 2018. str. 72-78 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
CROSBI ID: 967002 Za ispravke kontaktirajte CROSBI podršku putem web obrasca
Naslov
Not Just Depressed: Bipolar Disorder Prediction on Reddit
Autori
Sekulić, Ivan ; Gjurković, Matej ; Šnajder, Jan
Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni
Izvornik
Proceedings of the 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis
/ - Brisel : Association for Computational Linguistics (ACL), 2018, 72-78
Skup
9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis
Mjesto i datum
Bruxelles, Belgija, 31.10.2018
Vrsta sudjelovanja
Predavanje
Vrsta recenzije
Međunarodna recenzija
Ključne riječi
bipolar disorder prediction ; social media analysis ; computational sociolinguistics ; machine learning ; emotion analysis
Sažetak
Bipolar disorder, an illness characterized by manic and depressive episodes, affects more than 60 million people worldwide. We present a preliminary study on bipolar disorder prediction from user-generated text on Reddit, which relies on users’ self-reported labels. Our benchmark classifiers for bipolar disorder prediction outperform the baselines and reach accuracy and F1-scores of above 86%. Feature analysis shows interesting differences in language use between users with bipolar disorders and the control group, including differences in the use of emotion-expressive words
Izvorni jezik
Engleski
Znanstvena područja
Računarstvo
POVEZANOST RADA
Ustanove:
Fakultet elektrotehnike i računarstva, Zagreb
