Izrada sustava za preporuku i njegova integracija u društvenu mrežu

master's thesis

• Title (english): Implementation of a recommender system and its integration into a social network
• Author: Nika Medić
• Mentor: Boris Vrdoljak (mentor)
• Committee member: Boris Vrdoljak (predsjednik povjerenstva)
• Committee member: Vedran Mornar (član povjerenstva)
• Committee member: Marko Horvat (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2023-07-03, Croatia

Abstract

U ovom diplomskom radu fokus je na izradi hibridnog sustava za preporuku raznih lokacija. Na početku je dan osnovni pregled pristupa i matematičkih metoda koje se mogu iskoristiti. Zatim su odabrana tri načina pronalaska preporuka: kolaborativno filtriranje, preporuke temeljene na udaljenosti i preporuke pronađene preko graf baze podataka. Sve je detaljno opisano i povezano u hibridnu metodu. Na samom kraju sustav preporuka integriran je u društvenu mrežu baziranu na lokacijama kako bi se korisnicima pružio personaliziran sadržaj.

Abstract (english)

In this thesis, the focus is on creating a hybrid system for recommending various locations. At the beginning, a basic overview of approaches and mathematical methods that can be used is given. Three ways of finding recommendations were then chosen: collaborative filtering, distance-based recommendations, and recommendations found through a graph database. Everything is described in detail and connected in a hybrid method. At the very end, the recommendation system is integrated into a location-based social network to provide users with personalized content.

• Keywords: sustavi za preporuke bazirani na lokaciji; hibridni sustavi preporuka; kolaborativno filtriranje; graf baza podataka; društvena mreža bazirana na lokaciji
• Keywords (english): location-based recommender system; hybrid recommender systems; collaborative filtering; graph databases; location-based social networks
• Language: croatian
• URN:NBN: urn:nbn:hr:168:942383
• Study programme: Title: Computing; Study programme type: university; Study level: graduate; Academic / professional title: magistar/magistra inženjer/inženjerka računarstva (magistar/magistra inženjer/inženjerka računarstva)
• Type of resource: Text
• File origin: Born digital
• Access conditions: Closed access
• Created on: 2023-10-11 09:46:59