prikaz prve stranice dokumenta Generiranje distribuiranih reprezentacija korisnika Reddita na temelju teksta
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master's thesis
Generiranje distribuiranih reprezentacija korisnika Reddita na temelju teksta
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2020. urn:nbn:hr:168:587101
Crnomarković, Ivan
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

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Crnomarković, I. (2020). Generiranje distribuiranih reprezentacija korisnika Reddita na temelju teksta (Master's thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:587101

Crnomarković, Ivan. "Generiranje distribuiranih reprezentacija korisnika Reddita na temelju teksta." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2020. https://urn.nsk.hr/urn:nbn:hr:168:587101

Crnomarković, Ivan. "Generiranje distribuiranih reprezentacija korisnika Reddita na temelju teksta." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2020. https://urn.nsk.hr/urn:nbn:hr:168:587101

Crnomarković, I. (2020). 'Generiranje distribuiranih reprezentacija korisnika Reddita na temelju teksta', Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 23 June 2024, https://urn.nsk.hr/urn:nbn:hr:168:587101

Crnomarković I. Generiranje distribuiranih reprezentacija korisnika Reddita na temelju teksta [Master's thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2020 [cited 2024 June 23] Available at: https://urn.nsk.hr/urn:nbn:hr:168:587101

I. Crnomarković, "Generiranje distribuiranih reprezentacija korisnika Reddita na temelju teksta", Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2020. Available at: https://urn.nsk.hr/urn:nbn:hr:168:587101

Metadata
TitleGeneriranje distribuiranih reprezentacija korisnika Reddita na temelju teksta
Title (english)Building Distributed Representations of Reddit Users Based on Text
AuthorIvan Crnomarković
MentorJan Šnajder (mentor)
Committee memberJan Šnajder (predsjednik povjerenstva)
Committee memberMarko Čupić (član povjerenstva)
Committee memberMarin Golub (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
Razvojem društvenih mreža i platformi za slanje istovremenih poruka osobe generiraju sve veće količine sadržaja koji je velikim dijelom nestrukturirani tekst. Korištenje tog teksta za izradu kvalitetne distribuirane reprezentacije autora omogućilo bi preciznu predikciju ličnosti osobe bez provođenja testova ličnosti. U okviru rada eksperimentirano je s više pristupa izrade distribuirane reprezentacije osobe na temelju njezinih tekstova na društvenoj mreži Reddit pomoću neuronskih mreža temeljenih na grafovima. Pristupi se temelje na izgradnji grafova koji će replicirati strukturu Reddita ili strukturu testova ličnosti te potom korištenja niza graf neuronskih modela s ciljem generiranja distribuiranih reprezentacija osobe. Dobivene reprezentacije evaluirane su na zadatku predikcije crta ličnosti Petofaktorskog modela ličnosti.
Abstract (english)
With the development of social networks and instant messaging platforms people are generating increasing amounts of content that is largely unstructured text. Using that text to create a good-quality distributed representation of the author would allow for a precise prediction of a person’s personality without taking personality tests. The thesis experimented with several approaches to creating a distributed representation of a person based on his or her texts on the social network Reddit using graph-based neural networks. Approaches are based on building graphs that will replicate the structure of Reddit or the structure of personality tests and then using a range of graph neural models to generate distributed representations of a person. The obtained representations were evaluated on the task of predicting personality traits of the Five-Factor Personality Model.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:587101
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 11:58:01