Mirjana Kljajić Borštnar

Laboratory for Decision Processes and Knowledge-based Systems
Department of Information Systems
Faculty of Organizational Sciences
University of Maribor

Kabinet 415
Kidričeva cesta 55a
SI-4000 Kranj
Slovenia

Tel: +386(0)4 23 74 236
Mail: mirjana.kljajic@um.si

Research Experience

• Since 2017: Associate Professor, Faculty of Organizational Sciences, University of Maribor, Slovenia
• Since 2002: Assistant Professor & Head of Institute for Organization and Management, Faculty of Organizational Sciences, University of Maribor, Slovenia

Relevant Publications

• Bohanec, M., Kljajić Borštnar, M., & Robnik-Šikonja, M. (2017). Explaining machine learning models in sales predictions. Expert Systems with Applications, 71, 416–428. https://doi.org/10.1016/j.eswa.2016.11.010
• Bohanec, M., Robnik-Šikonja, M., & Kljajić Borštnar, M. (2017). Decision-making framework with double-loop learning through interpretable black-box machine learning models. Industrial Management & Data Systems, 117(7), 1389–1406. https://doi.org/10.1108/IMDS-09-2016-0409
• Ferencek, A., & Kljajić Borštnar, M. (2020). Data quality assessment in product failure prediction models. Journal of Decision Systems, 1–8. https://doi.org/10.1080/12460125.2020.1776927
• Ferencek, A., Kofjač, D., Škraba, A., Sašek, B., & Borštnar, M. K. (2020). Deep Learning Predictive Models for Terminal Call Rate Prediction during the Warranty Period. Business Systems Research Journal, 11(2), 36–50. https://doi.org/10.2478/bsrj-2020-0014
• Petković, J., Petrović, N., Dragović, I., Stanojević, K., Radaković, J. A., Borojević, T., & Borštnar, M. K. (2019). Youth and forecasting of sustainable development pillars: An adaptive neuro-fuzzy inference system approach. PLOS ONE, 14(6), e0218855. https://doi.org/10.1371/journal.pone.0218855