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Simulation of approximated Gaussian process autoregressive models

Author(s): Tadej Krivec (Author), Juš Kocijan (Supervisor)

Year: 2023

Type: Doctoral dissertation

This thesis presents the simulation of approximated Gaussian process autoregressive models. Gaussian process models are a Bayesian nonparametric regression method, the main advantage of which is the quantification of uncertainty in closed-form. However, the closedform solution for the marginal likelihood results in a cubic computational complexity with respect to the …

Study of inconsistencies in health risk assessment: the role of assessment context in decision analysis aimed at their reduction

Author(s): Tine Bizjak (Author), Branko Kontić (Supervisor)

Year: 2022

Type: Doctoral dissertation

The area of risk assessment continues to be challenged by foundational issues that limit its potential to inform public health decisions. This doctoral work improves our understanding of the interaction between science and public and environmental health policy by addressing specific challenges in risk assessment within and for decision-making. The …

An automated vulnerability detection for website security

Author(s): Primož Cigoj (Author), Borka Jerman Blažič (Supervisor)

Year: 2021

Type: Doctoral dissertation

Although large research efforts on web application security have been invested for more than a decade, the security of web applications is still a challenging problem. The main focus of the cybersecurity community has been to make operating systems and communication networks more secure and harder for attackers to penetrate. …

Inactivation of viruses in water by cold atmospheric plasma

Author(s): Arijana Filipić (Author), Jana Žel (Supervisor), David Dobnik (Co-Supervisor)

Year: 2021

Type: Doctoral dissertation

Access to clean water is a key requirement for a good quality of life. However, due to climate change, population growth and lack of proper water treatment, the availability of clean water is in constant decline. Among the many waterborne contaminants, viruses present an increasing concern. Human waterborne viruses infect …

Correlation of the mechanical properties and wear behaviour with the microstructural characteristics of tool steels

Author(s): Božo Skela (Author), Bojan Podgornik (Supervisor), Marko Sedlaček (Co-Supervisor)

Year: 2021

Type: Doctoral dissertation

Wear is one of the key problems with many types of engineering components as it can limit their life expectancy. The same is true for tools and tool steels, which are the focus of this doctoral thesis. Tool-wear response and behaviour are closely related to a material’s final microstructure and …

Dynamic composition of communication services

Author(s): Carolina Fortuna (Author), Mihael Mohorčič (Supervisor), Dunja Mladenić (Co-Supervisor)

Year: 2013

Type: Doctoral dissertation

In this thesis, we look at networking functionality as a set of services which can be composed dynamically. We argue that the dynamic composition of communication services can speed up design and experimentation with new protocol stacks. The reference Open Systems Interconnect (OSI) architecture of communication networks splits network functionality …

Knowledge discovery in a service-oriented data mining environment

Author(s): Vid Podpečan (Author), Nada Lavrač (Supervisor)

Year: 2013

Type: Doctoral dissertation

The thesis addresses the development of novel knowledge discovery scenarios in a modern data mining platform by utilising principles of service-oriented architecture with web services, interactive scientific workflows, knowledge discovery ontologies and automated construction of data mining workflows. We present the developed Orange4WS platform which upgrades Orange, a mature open-source …

Nitrate migration in plant-soil-groundwater system

Author(s): Martina Šturm (Author), Sonja Lojen (Supervisor)

Year: 2011

Type: Doctoral dissertation

Nitrogen (N) is an essential nutrient for plant growth and one which has the greatest effect on the yield. Since effective indigenous sources are insufficient by far to support current levels of global agricultural outputs, N is intensively applied by farmers in the form of N-based fertilisers. However, excessive rates …