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Pregled bibliografske jedinice broj: 1211562

Natural language processing for personality research: A case study of religiousness on the social media site Reddit


Gjurković, Matej; Masnikosa, Irina; Vukojević, Iva; Butković, Ana; Pocrnić, Martina; Bratko, Denis; Šnajder, Jan
Natural language processing for personality research: A case study of religiousness on the social media site Reddit // ECP20 - Book of Abstracts
Madrid, Španjolska, 2022. str. 277-278 (poster, međunarodna recenzija, sažetak, znanstveni)


CROSBI ID: 1211562 Za ispravke kontaktirajte CROSBI podršku putem web obrasca

Naslov
Natural language processing for personality research: A case study of religiousness on the social media site Reddit

Autori
Gjurković, Matej ; Masnikosa, Irina ; Vukojević, Iva ; Butković, Ana ; Pocrnić, Martina ; Bratko, Denis ; Šnajder, Jan

Vrsta, podvrsta i kategorija rada
Sažeci sa skupova, sažetak, znanstveni

Izvornik
ECP20 - Book of Abstracts / - , 2022, 277-278

Skup
European Conference of Personality 2022 (ECP20)

Mjesto i datum
Madrid, Španjolska, 12-15.07.2022

Vrsta sudjelovanja
Poster

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
social media language, natural language processing ; religiousness ; text analysis ; SIMPA framework
(natural language processing ; religiousness ; text analysis ; SIMPA framework)

Sažetak
Recently, advances in natural language processing (NLP) and machine learning have enabled research on personality cues that are ubiquitous in social media texts. In this study, we investigate whether the relationship between religiousness and personality traits demonstrated in the literature can also be found in social media texts using NLP. We propose a method based on the implementation of the statement-to-item matching framework (Gjurkovic et al., 2022), which we use to filter over 14 million sentences written by users with self-reported Big5 scores from the PANDORA Reddit dataset to find the most informative self-disclosures of users about their religious affiliation. Based on the filtered sentences alone, raters were able to classify a subset of users (n=299) into religious and non-religious groups. Although median differences on personality traits were in the expected direction, these differences were not significant. We present implications, challenges, and opportunities for using this method in future studies.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo, Psihologija



POVEZANOST RADA


Projekti:
HRZZ-IP-2020-02-8671 - Računalni modeli za predviđanje i analizu ličnosti na temelju teksta (psy.txt) (Šnajder, Jan, HRZZ - 2020-02) ( CroRIS)

Ustanove:
Fakultet elektrotehnike i računarstva, Zagreb,
Filozofski fakultet, Zagreb

Citiraj ovu publikaciju:

Gjurković, Matej; Masnikosa, Irina; Vukojević, Iva; Butković, Ana; Pocrnić, Martina; Bratko, Denis; Šnajder, Jan
Natural language processing for personality research: A case study of religiousness on the social media site Reddit // ECP20 - Book of Abstracts
Madrid, Španjolska, 2022. str. 277-278 (poster, međunarodna recenzija, sažetak, znanstveni)
Gjurković, M., Masnikosa, I., Vukojević, I., Butković, A., Pocrnić, M., Bratko, D. & Šnajder, J. (2022) Natural language processing for personality research: A case study of religiousness on the social media site Reddit. U: ECP20 - Book of Abstracts.
@article{article, author = {Gjurkovi\'{c}, Matej and Masnikosa, Irina and Vukojevi\'{c}, Iva and Butkovi\'{c}, Ana and Pocrni\'{c}, Martina and Bratko, Denis and \v{S}najder, Jan}, year = {2022}, pages = {277-278}, keywords = {social media language, natural language processing, religiousness, text analysis, SIMPA framework}, title = {Natural language processing for personality research: A case study of religiousness on the social media site Reddit}, keyword = {social media language, natural language processing, religiousness, text analysis, SIMPA framework}, publisherplace = {Madrid, \v{S}panjolska} }
@article{article, author = {Gjurkovi\'{c}, Matej and Masnikosa, Irina and Vukojevi\'{c}, Iva and Butkovi\'{c}, Ana and Pocrni\'{c}, Martina and Bratko, Denis and \v{S}najder, Jan}, year = {2022}, pages = {277-278}, keywords = {natural language processing, religiousness, text analysis, SIMPA framework}, title = {Natural language processing for personality research: A case study of religiousness on the social media site Reddit}, keyword = {natural language processing, religiousness, text analysis, SIMPA framework}, publisherplace = {Madrid, \v{S}panjolska} }




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