prikaz prve stranice dokumenta Analiza ličnosti na temelju interakcije korisnika Reddita
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master's thesis
Analiza ličnosti na temelju interakcije korisnika Reddita
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2020. urn:nbn:hr:168:359038
Ilakovac, Mihovil
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Ilakovac, M. (2020). Analiza ličnosti na temelju interakcije korisnika Reddita (Master's thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:359038

Ilakovac, Mihovil. "Analiza ličnosti na temelju interakcije korisnika Reddita." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2020. https://urn.nsk.hr/urn:nbn:hr:168:359038

Ilakovac, Mihovil. "Analiza ličnosti na temelju interakcije korisnika Reddita." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2020. https://urn.nsk.hr/urn:nbn:hr:168:359038

Ilakovac, M. (2020). 'Analiza ličnosti na temelju interakcije korisnika Reddita', Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 03 November 2024, https://urn.nsk.hr/urn:nbn:hr:168:359038

Ilakovac M. Analiza ličnosti na temelju interakcije korisnika Reddita [Master's thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2020 [cited 2024 November 03] Available at: https://urn.nsk.hr/urn:nbn:hr:168:359038

M. Ilakovac, "Analiza ličnosti na temelju interakcije korisnika Reddita", Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2020. Available at: https://urn.nsk.hr/urn:nbn:hr:168:359038

Metadata
TitleAnaliza ličnosti na temelju interakcije korisnika Reddita
Title (english)Personality Analysis based on Interactions of Reddit Users
AuthorMihovil Ilakovac
MentorJan Šnajder (mentor)
Committee memberJan Šnajder (predsjednik povjerenstva)
Committee memberMarko Čupić (član povjerenstva)
Committee memberBojana Dalbelo-Bašić (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2020-07-09, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
U sklopu rada napravljena je analiza ličnosti u sklopu interakcije na forumu Reddit. Temeljna hipoteza rada bila je da postoji određena pravilnost u načinu interakcije između ljudi s određenim tipom ličnosti. Kroz analizu povezanih radova vidljivo je da postoji određena pravilnost u izražavanju različitih ljudi s određenim tipovima ličnosti. Odabrana strategija temeljila se na pokušaju pronalaska određenih jezičnih pravilnosti ili strukture u sklopu interakcija s ciljem povezivanja s crtama ličnosti autora. U sklopu rada predstavljen je nov skup podataka koji je skup interakcija autora na forumu Reddit. Skup podataka obuhvaća pedesetak tisuća interakcija autora za koje su poznate dimenzije ličnosti prema petofaktorskom modelu ličnosti. Na osnovu kreiranog rada napravljena je eksploratorna analiza. Kao osnova za prikaz interakcije korištene su značajke LIWC. Korištene su tehnike redukcije dimenzionalnosti, grupiranja, faktorske analize i analize supojavljivanja značajki LIWC. U sklopu provedene eksploratorne analize pronađeni su neki zanimljivi jezični fenomeni i uspješno su povezani s faktorima ličnosti u petofaktorskom modelu. U zaključku rada predloženi su mogući idući koraci istraživanja: dublja analize skupa podataka i izrada prediktivnog modela strojnog učenja za predikciju crta ličnosti na osnovu interakcije.
Abstract (english)
As a part of the thesis, personality traits analysis was conducted in interactions on Reddit. The main hypothesis of the thesis that there is certain regularity in the textual expression of authors with certain personality traits. Through the analysis of related work in psychology, it was observed that such regularity could exist. The chosen strategy was two-fold: first, try and find linguistic phenomena and then associate them with personality traits. In the thesis, a new dataset is introduced which includes around fifty thousand interactions for authors for which their personality traits are known. Exploratory analysis of the newly created dataset was conducted. As a basis for representing the interactions, LIWC features were chosen. In an exploratory analysis, few methods were used: reduction of dimensionality, clustering, factor analysis, and collocation analysis of LIWC categories in the interactions. As the result of the exploratory analysis, some interesting linguistic phenomena were found and successfully associated with different personality traits. In conclusion, further work is suggested based on further dataset analysis and also implementing a machine learning model for predicting personality traits.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:359038
Study programmeTitle: Computing
Study programme type: university
Study level: graduate
Academic / professional title: magistar/magistra inženjer/inženjerka računarstva (magistar/magistra inženjer/inženjerka računarstva)
Type of resourceText
File originBorn digital
Access conditionsClosed access
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Created on2023-01-13 12:26:13