Saša Brdnik

Main research areas

• Explainable artificial intelligence (XAI)
• User evaluation of explainable artificial intelligence
• Human-computer interaction
• Learning analytics

Selected publications

• BRDNIK, Saša, PODGORELEC, Vili, ŠUMAK, Boštjan. Assessing Perceived Trust and Satisfaction with Multiple Explanation Techniques in XAI-Enhanced Learning Analytics. Electronics. 2023, vol. 12, iss. 12, [article no.] 2594, 23 str., ilustr. ISSN 2079-9292. DOI: 10.3390/electronics12122594.
• BRDNIK, Saša, HERIČKO, Tjaša, ŠUMAK, Boštjan. Intelligent user interfaces and their evaluation: a systematic mapping study. Sensors. 4 Avg. 2022, vol. 22, iss. 15, 36 str. ISSN 1424-8220. DOI: 10.3390/s22155830.
• ŠUMAK, Boštjan, BRDNIK, Saša, PUŠNIK, Maja. Sensors and artificial intelligence methods and algorithms for human - computer intelligent interaction: a systematic mapping study. Sensors. 2022, vol. 22, iss. 1, 40 str. ISSN 1424-8220. DOI: 10.3390/s22010020.

• BRDNIK, Saša. GUI Design Patterns for Improving the HCI in Explainable Artificial Intelligence. V: IUI '23 : [proceedings] : 28th International Conference on Intelligent User Interfaces, Sydney NSW Australia, March 27 - 31, 2023. New York: Association for Computing Machinery, cop. 2023. Str. 240-242. ISBN 979-8-4007-0107-8. https://dl.acm.org/doi/pdf/10.1145/3581754.3584114, DOI: 10.1145/3581754.3584114.
• HERIČKO, Tjaša, BRDNIK, Saša. (Non-)explainable AI in the era of language models : lecture at the Conference Math Mingle - Diverse Dimensions in Mathematics, a special event for young researchers in mathematics, organized by the research group Stochastic Processes, Statistics, and Financial Engineering, within the MAM (Mathematics/Applied Mathematics) research environment, at the Mälardalen University (MDU) in Västerås, Sweden, 11.-13. 4. 2024.
• BRDNIK, Saša, ŠUMAK, Boštjan. Current trends, challenges and techniques in XAI field; a tertiary study of XAI research. V: SKALA, Karolj (ur.). MIPRO 2024 : 47th ICT and Electronics Convention : May 20-24, 2024, Opatija, Croatia : mipro proceedings. Rijeka: Croatian Society for Information, Communication and Electronic Technology - MIPRO, cop. 2024. Str. 2344-2350. MIPRO ... ISSN 1847-3946. https://mipro-proceedings.com/.
• BRDNIK, Saša, HERIČKO, Tjaša. Prospects of explainability in the hugging face hub landscape. V: HERIČKO, Marjan (ur.), PAVLIČ, Luka (ur.). SQAMIA 2024 : preliminary proceedings. Novi Sad: Faculty of Sciences, Department of mathematics and Informatics, cop. 2024. Str. 79-90. https://perun.pmf.uns.ac.rs/sqamia/2024/download/sqamia-2024-proceedings.pdf.
• BRDNIK, Saša, PODGORELEC, Vili, HERIČKO, Tjaša. Utilizing interaction metrics in a virtual learning environment for early prediction of students’ academic performance. V: BUDIMAC, Zoran (ur.). SQAMIA 2022 : proceedings. Novi Sad: Department of mathematics and Informatics, Faculty of Sciences, cop. 2022. 12 str., ilustr. https://ceur-ws.org/Vol-3237/paper-brd.pdf.
• HERIČKO, Tjaša, ČUČKO, Špela, ŠUMAK, Boštjan, BRDNIK, Saša. Web performance tuning of wordpress-based websites through automatic image optimization. V: VRČEK, Neven (ur.), PERGLAR, Elisabeth (ur.), GRD, Petra (ur.). CECIIS : Central European Conference on Information and Intelligent Systems : proceedings : 32th international scientific conference, October 13th-15th, 2021, Varaždin, Croatia. Varaždin: Faculty of Organization and Informatics, 2021. Str. 343-350. Central European Conference on Information and Intelligent Systems (Online). ISSN 1848-2295. http://archive.ceciis.foi.hr/app/public/conferences/2021/Proceedings/TSE/TSE3.pdf.
• HERIČKO, Tjaša, ŠUMAK, Boštjan, BRDNIK, Saša. Towards representative web performance measurements with Google Lighthouse. V: FISTER, Iztok (ur.), et al. Proceedings of the 2021 7th Student Computer Science Research Conference (StuCoSReC). 1st ed. Maribor [etc.]: University Press [etc.], 2021. Str. 39-42, ilustr. ISBN 978-961-286-516-0. https://press.um.si/index.php/ump/catalog/book/611.
• HERIČKO, Tjaša, ŠUMAK, Boštjan, ČUČKO, Špela, BRDNIK, Saša. Evaluating the potential of web image optimization for improving user-perceived performance. V: ŽEMVA, Andrej (ur.), TROST, Andrej (ur.). Zbornik tridesete mednarodne Elektrotehniške in računalniške konference ERK 2021 = Proceedings of the 30th International Electrotechnical and Computer Science Conference ERK 2021 : Portorož, Slovenija, 20. - 21. september 2021. Ljubljana: Slovenska sekcija IEEE: Fakulteta za elektrotehniko, 2021. Str. 343-346, ilustr. Zbornik ... Elektrotehniške in računalniške konference (Online), 30. ISSN 2591-0442. https://erk.fe.uni-lj.si/2021/erk21.pdf, Digitalna knjižnica Slovenije - dLib.si.

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