Mobilna aplikacija za predviđanje lažnih vijesti

master's thesis

• Title (english): Mobile application for prediction of fake news
• Author: Mihael Kampić
• Mentor: Marina Bagić Babac (mentor)
• Committee member: Marina Bagić Babac (predsjednik povjerenstva)
• Committee member: Vedran Mornar (član povjerenstva)
• Committee member: Tomislav Kos (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2023-09-20, Croatia

Abstract

Cilj ovog diplomskog rada je razviti mobilnu aplikaciju za predviđanje lažnih vijesti analizom ulaznog teksta. Predloženi sustav će koristiti niz algoritama strojnog učenja, omogućujući korisnicima da procijene i usporede rezultate koje generira svaki model. Algoritmi se kreću od slučajnih šuma do algoritama dubokog učenja. Nadalje, korisnici će imati mogućnost dohvaćanja prošlih unosa i odgovarajućih ishoda predviđanja. Kako bi se optimizirala izvedba sustava, algoritmi će se modificirati i prilagoditi za rad lokalno na mobilnom uređaju, umjesto da se oslanjaju na vanjske usluge temeljene na oblaku.

Abstract (english)

The aim of this thesis is to develop a mobile application for the purpose of predicting fake news via input text analysis. The proposed system will leverage a range of machine learning algorithms, empowering users to evaluate and contrast the results generated by each model. The algorithms range from random forest to deep learning algorithms. Furthermore, users will have the capability to retrieve past inputs and the corresponding prediction outcomes. To optimize the performance of the system, the algorithms will be modified and customized to operate locally on the mobile device, rather than relying on external cloud-based services

• Keywords: Lažne vijesti; predikcijam; strojno učenje; android
• Keywords (english): fake news; prediction; machine learning; android
• Language: english
• URN:NBN: urn:nbn:hr:168:166091
• 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 09:14:33