prikaz prve stranice dokumenta Analiza podataka vezanih uz COVID-19 pandemiju dinamičkim Bayesovim mrežama
No public access
master's thesis
Analiza podataka vezanih uz COVID-19 pandemiju dinamičkim Bayesovim mrežama
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. urn:nbn:hr:168:057845
Vlaić, Marin
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Vlaić, M. (2021). Analiza podataka vezanih uz COVID-19 pandemiju dinamičkim Bayesovim mrežama (Master's thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:057845

Vlaić, Marin. "Analiza podataka vezanih uz COVID-19 pandemiju dinamičkim Bayesovim mrežama." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. https://urn.nsk.hr/urn:nbn:hr:168:057845

Vlaić, Marin. "Analiza podataka vezanih uz COVID-19 pandemiju dinamičkim Bayesovim mrežama." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. https://urn.nsk.hr/urn:nbn:hr:168:057845

Vlaić, M. (2021). 'Analiza podataka vezanih uz COVID-19 pandemiju dinamičkim Bayesovim mrežama', Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 27 November 2024, https://urn.nsk.hr/urn:nbn:hr:168:057845

Vlaić M. Analiza podataka vezanih uz COVID-19 pandemiju dinamičkim Bayesovim mrežama [Master's thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2021 [cited 2024 November 27] Available at: https://urn.nsk.hr/urn:nbn:hr:168:057845

M. Vlaić, "Analiza podataka vezanih uz COVID-19 pandemiju dinamičkim Bayesovim mrežama", Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2021. Available at: https://urn.nsk.hr/urn:nbn:hr:168:057845

Metadata
TitleAnaliza podataka vezanih uz COVID-19 pandemiju dinamičkim Bayesovim mrežama
Title (english)Analysis of COVID-19 Pandemic Data Using Dynamic Bayesian networks
AuthorMarin Vlaić
MentorDamir Pintar (mentor)
Committee memberDamir Pintar (predsjednik povjerenstva)
Committee memberLuka Humski (član povjerenstva)
Committee memberMihaela Vranić (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2021-07-05, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
U ovom radu je predstavljena uporaba Bayesovih mreža na problematici širenja pandemije COVID-19 virusa. Rad objedinjuje dvije analize. Prva analiza se dotiče analize nevremenskih podataka Bayesovim mrežama. Druga analiza obrađuje vremenske podatke novozaraženih, novotestiranih i novoumrlih dinamičkim Bayesovim mrežama. Također, analiza prikazuje utjecaj određenih demografskih, geografskih i ekonomskih faktora na širenje COVID-19 virusa. Kao podloga analize korištene su strukture Bayesovih mreža naučene algoritmima učenja strukture. Također, rad prikazuje prikladnu pripremu podataka za obradu Bayesovim mrežama.
Abstract (english)
This thesis presents the usage of Bayesian networks as a tool for pandemic data analysis related to COVID-19 pandemic. The thesis is split into two parts. First part analyses static data using Bayesian networks. The second part displays methods for analysing dynamic (time series) data of new cases, tests and deaths using dynamic Bayesian networks. Furthermore, the analysis shows causal effects of certain demographic, geographic and economic factors on the spread of COVID-19 virus. The basis of the analysis is presented by the usage of structure learning algorithms for Bayesian networks. Also, the thesis presents complementary data preparation techniques used for Bayesian network analysis.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:057845
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
Access conditionsClosed access
Terms of useLicence In copyright icon
Public note
Created on2023-01-13 14:11:40