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master's thesis
Detekcija tipova ličnosti korištenjem učenja prijenosom i jezičnih modela
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2019. urn:nbn:hr:168:582671
Bošnjak, Mihaela
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Bošnjak, M. (2019). Detekcija tipova ličnosti korištenjem učenja prijenosom i jezičnih modela (Master's thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:582671

Bošnjak, Mihaela. "Detekcija tipova ličnosti korištenjem učenja prijenosom i jezičnih modela." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2019. https://urn.nsk.hr/urn:nbn:hr:168:582671

Bošnjak, Mihaela. "Detekcija tipova ličnosti korištenjem učenja prijenosom i jezičnih modela." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2019. https://urn.nsk.hr/urn:nbn:hr:168:582671

Bošnjak, M. (2019). 'Detekcija tipova ličnosti korištenjem učenja prijenosom i jezičnih modela', Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 27 December 2024, https://urn.nsk.hr/urn:nbn:hr:168:582671

Bošnjak M. Detekcija tipova ličnosti korištenjem učenja prijenosom i jezičnih modela [Master's thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2019 [cited 2024 December 27] Available at: https://urn.nsk.hr/urn:nbn:hr:168:582671

M. Bošnjak, "Detekcija tipova ličnosti korištenjem učenja prijenosom i jezičnih modela", Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2019. Available at: https://urn.nsk.hr/urn:nbn:hr:168:582671

Metadata
TitleDetekcija tipova ličnosti korištenjem učenja prijenosom i jezičnih modela
Title (english)Personality Type Detection using Transfer Learning and Language Models
AuthorMihaela Bošnjak
MentorJan Šnajder (mentor)
Committee memberJan Šnajder (predsjednik povjerenstva)
Committee memberBojana Dalbelo-Bašić (član povjerenstva)
Committee memberDomagoj Jakobović (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2019-07-10, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Detekcija ličnosti je problem koji pronalazi brojne primjene u marketingu i unaprijeđenu korisničkih usluga ali nailazi na probleme poput nedostatka podataka i modela koji još uvijek ne rade dovoljno dobro za uporabu u produkciji. Ovaj rad se primarno bavi problemom nedostatka podataka te kako možemo iskoristiti metode prijenosnog da olakšamo taj problem. U ovom radu smo proveli pokuse koji testiraju moći modela BERT kao modela za reprezentaciju riječi te usporedili rezultate s ostalim poznatim rezultatima na istim datasetovima.
Abstract (english)
Personality Detection is a problem that finds numerous applications in marketing and in user services but faces problems such as the lack of data and models that are still not working well enough for use in production. This thesis deals primarily with the lack of data and how we can use transfer learning to facilitate this problem. In this thesis, we conducted experiments that test the power of BERT as a word representation model and several experiments on different interesting hypothesis we have laid out while exploring out dataset. In the end, we compare our results with other well-known results on the same datasets.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:582671
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
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Created on2020-01-07 16:56:17