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Pregled bibliografske jedinice broj: 967002

Not Just Depressed: Bipolar Disorder Prediction on Reddit


Sekulić, Ivan; Gjurković, Matej; Šnajder, Jan
Not Just Depressed: Bipolar Disorder Prediction on Reddit // Proceedings of the 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis
Brussels, Belgium: Association for Computational Linguistics, 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 / - Brussels, Belgium : Association for Computational Linguistics, 2018, 72-78

Skup
9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis

Mjesto i datum
Brisel, 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

Profili:

Avatar Url Matej Gjurković (autor)

Avatar Url Jan Šnajder (autor)

Citiraj ovu publikaciju:

Sekulić, Ivan; Gjurković, Matej; Šnajder, Jan
Not Just Depressed: Bipolar Disorder Prediction on Reddit // Proceedings of the 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis
Brussels, Belgium: Association for Computational Linguistics, 2018. str. 72-78 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Sekulić, I., Gjurković, M. & Šnajder, J. (2018) Not Just Depressed: Bipolar Disorder Prediction on Reddit. U: Proceedings of the 9th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis.
@article{article, author = {Sekuli\'{c}, Ivan and Gjurkovi\'{c}, Matej and \v{S}najder, Jan}, year = {2018}, pages = {72-78}, keywords = {bipolar disorder prediction, social media analysis, computational sociolinguistics, machine learning, emotion analysis}, title = {Not Just Depressed: Bipolar Disorder Prediction on Reddit}, keyword = {bipolar disorder prediction, social media analysis, computational sociolinguistics, machine learning, emotion analysis}, publisher = {Association for Computational Linguistics}, publisherplace = {Brisel, Belgija} }
@article{article, author = {Sekuli\'{c}, Ivan and Gjurkovi\'{c}, Matej and \v{S}najder, Jan}, year = {2018}, pages = {72-78}, keywords = {bipolar disorder prediction, social media analysis, computational sociolinguistics, machine learning, emotion analysis}, title = {Not Just Depressed: Bipolar Disorder Prediction on Reddit}, keyword = {bipolar disorder prediction, social media analysis, computational sociolinguistics, machine learning, emotion analysis}, publisher = {Association for Computational Linguistics}, publisherplace = {Brisel, Belgija} }




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