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master's thesis
Sustav preporuke filmova zasnovan na primjeni više modela suradničkog filtriranja
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. urn:nbn:hr:168:773737
Miloš, Leo
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

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Miloš, L. (2021). Sustav preporuke filmova zasnovan na primjeni više modela suradničkog filtriranja (Master's thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:773737

Miloš, Leo. "Sustav preporuke filmova zasnovan na primjeni više modela suradničkog filtriranja." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. https://urn.nsk.hr/urn:nbn:hr:168:773737

Miloš, Leo. "Sustav preporuke filmova zasnovan na primjeni više modela suradničkog filtriranja." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. https://urn.nsk.hr/urn:nbn:hr:168:773737

Miloš, L. (2021). 'Sustav preporuke filmova zasnovan na primjeni više modela suradničkog filtriranja', Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 01 July 2024, https://urn.nsk.hr/urn:nbn:hr:168:773737

Miloš L. Sustav preporuke filmova zasnovan na primjeni više modela suradničkog filtriranja [Master's thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2021 [cited 2024 July 01] Available at: https://urn.nsk.hr/urn:nbn:hr:168:773737

L. Miloš, "Sustav preporuke filmova zasnovan na primjeni više modela suradničkog filtriranja", Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2021. Available at: https://urn.nsk.hr/urn:nbn:hr:168:773737

Metadata
TitleSustav preporuke filmova zasnovan na primjeni više modela suradničkog filtriranja
Title (english)Movie Recommender System Based on Application of Multiple Collaborative Filtering Models
AuthorLeo Miloš
MentorGoran Delač (mentor)
Committee memberGoran Delač (predsjednik povjerenstva)
Committee memberMarin Šilić (član povjerenstva)
Committee memberKlemo Vladimir (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2021-07-06, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
U ovom radu objašnjeni su algortimi suradničkog filtriranja zasnovani na dekompoziciji singularne vrijednosti i nenegativne matrične faktorizacije i njihova implementacija u sustavu preporuka za filmove. Opisan je osnovni model suradničkog filtriranja, potrebni skup podataka za suradničko filtriranje i modeli suradničkog filtriranja zasnovani na metodama latentnih faktora. Ostvareno je programsko rješenje suradničkog filtriranja filmova za skup podataka koji sadrži ocjene korisnika za filmove. Opisane su metode procjene sustava preporuka i ostvarena je procjena programskog rješenja suradničkog filtriranja, s naglaskom na metrike točnosti.
Abstract (english)
This master thesis explains collaborative filtering algorithms based on singular value decomposition and non-negative matrix factorization and their implementation in movie recommender system. Basic model of collaborative filtering, dataset needed for collaborative filtering and collaborative filtering models based on latent factors are described. Collaborative filtering software solution for dataset which contains ratings of users for movies is realized. Evaluation methods for recommender systems are described and evaluation of collaborative filtering software solution is realized, with a focus on accuracy metrics.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:773737
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 on2023-01-13 13:14:16