Not Just Depressed: Bipolar Disorder Prediction on Reddit (CROSBI ID 668818)
Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Sekulić, Ivan ; Gjurković, Matej ; Šnajder, Jan
engleski
Not Just Depressed: Bipolar Disorder Prediction on Reddit
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
bipolar disorder prediction ; social media analysis ; computational sociolinguistics ; machine learning ; emotion analysis
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Podaci o prilogu
72-78.
2018.
objavljeno
Podaci o matičnoj publikaciji
Proceedings of the 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis
Brisel: Association for Computational Linguistics (ACL)
Podaci o skupu
9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis
predavanje
31.10.2018-31.10.2018
Bruxelles, Belgija