Arhitektura priporočilnega sistema v spletni trgovini z blagom za široko potrošnjo

MOHAR, KEVIN (author), Možina, Martin (mentor)

V diplomski nalogi je predstavljena implementacija arhitekture priporočilnega sistema za priporočanje izdelkov široke potrošnje. Pri implementaciji je poudarek na arhitekturi tega sistema ter na izboljšanju hitrosti priporočanja izdelkov. V prvem delu diplomske naloge je na kratko predstavljen sektor živil za široko potrošnjo, kateri izdelki spadajo vanj in kakšne so razlike pri nakupovanju teh izdelkov v primerjavi z ostalimi. Temu sledi predstavitev priporočilnih sistemov, kje se uporabljajo ter kako z njimi priporočamo izdelke. V drugem delu diplomske naloge bo predstavljena implementacija arhitekture priporočilnega sistema za primer spletne trgovine z živili. Pri tem bo sprednji del aplikacije, ki bi moral vsebovat spletno stran, preko katere uporabnik kupi izdelek, izpuščen. Sistem bo namesto tega v JSON formatu prejel potrebne podatke ter nato v JSON formatu tudi vrnil priporočene izdelke. Na koncu diplomske naloge bo sledila še analiza implementirane arhitekture priporočilnega sistema ter sklepne ugotovitve.

• Language: Slovenian
• Keywords: Priporočilni sistemi, arhitektura priporočilnega sistema
• Work type: Bachelor thesis/paper
• Typology: 2.11 - Undergraduate Thesis
• Organization: FRI - Faculty of Computer and Information Science
• Year: 2023
• PID: 20.500.12556/RUL-145051
• COBISS.SI-ID: 149305603
• Publication date in RUL: 31.03.2023

MOHAR, KEVIN, 2023, Arhitektura priporočilnega sistema v spletni trgovini z blagom za široko potrošnjo [online]. Bachelor’s thesis. [Accessed 11 April 2025]. Retrieved from: https://repozitorij.uni-lj.si/IzpisGradiva.php?lang=eng&id=145051

Secondary language

• Language: English
• Title: The architecture of a recommendations system in an online consumer goods store

Abstract

The thesis presents the implementation of the architecture of a recommendation system for recommending consumer goods. The main focus of the implementation is on the architecture of this system and on improving the speed of product recommendation. In the first part of the thesis, a brief introduction is given on what the consumer goods sector is, which products belong to it and what are the differences when shopping for these products compared to other products. This is followed by a presentation of recommender systems, where they are used and how they are used to recommend products. The second part of the thesis will present the implementation of a recommendation system architecture for the case of an online grocery store. The frontend of the application, which should contain the web site through which the user purchases the product, will be omitted. Instead, the system will receive the necessary data in JSON format and then return the recommended products in JSON format. Finally, the thesis will conclude with an analysis of the implemented recommender system architecture and conclusions.

• Keywords: Recommendation systems, recommender system architecture