Marko Bohanec

Marko Bohanec

Scientific Councillor

Email: marko.bohanec@ijs.si
Phone: (+386) (1) 477 3309
Skype: markobohanec
Room: S12 (main building, 2nd floor)
   

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Biography

Born April 29, 1958, Maribor, Slovenia
1981 B.Sc. in Computer Science, University of Ljubljana, Faculty of Electrical Engineering
1987 M.Sc. in Computer Science, University of Ljubljana, Faculty of Electrical Engineering
1991 Ph.D. in Computer Science, University of Ljubljana, Faculty of Electrical and Computer Engineering

Employment

since 1981 Jožef Stefan Institute, Ljubljana
since 2007 University of Nova Gorica, School of Engineering and Management

Current Positions

since 2011 Scientific Councillor, Jožef Stefan Institute, Ljubljana
since 2009 Professor of Computer Science, University of Nova Gorica, School of Engineering and Management

Research (since 2017)

Research Areas

Decision Making, Decision Analysis, Decision Support, Decision Modelling,
Artificial Intelligence, Expert Systems, Machine Learning, Data Mining,
Integration of Data Mining and Decision Support, Information Systems, Computer Programming
... and Cognitive Aspects and Applications of these.

Long-Term Research Projects

2009-2027 ARRS P2-0103: Knowledge technologies (Tehnologije znanja)
2015-2017PD_manager H2020-PHC-643706: mHealth platform for Parkinson’s disease management
2016-2018HeartMan H2020-PHC-689660: Personal decision support system for heart failure management
2017-2021TRUE H2020-RIA-727973: Transition paths to sustainable legume based systems in Europe
2017-2022NARSIS H2020-RIA-755439: New approach to reactor safety improvements

Research & Development Projects

2017-2020Smart specialisation F4F - Food for Future (Funkcionalna živila prihodnosti)
2022-2024SmartMOVE - Smart mobility measures for sustainable mobility in Slovenia (Pametne rešitve za trajnostno mobilnost v Sloveniji)

Software Development

Resources

Educational Activities

Organizational Activities

Bibliography

Selected Publications (since 2017)

  1. Bohanec, M.: Multi-criteria DEX models: An overview and analysis. SOR-2017: 14th International Symposium on Operational Research in Slovenia, Bled, Slovenia, September 27-29, 2017 (eds. Zadnik Stirn, L., et al.), Ljubljana: Slovenian Society Informatika, Section for Operational Research, 155-160, 2017.
  2. Mileva Boshkoska, B., Miljković, D., Valmarska, A., Gatsios, D., Rigas, G., Konitsiotis, S., Tsiouris, K.M., Fotiadis, D.I., Bohanec, M.: A state-transition decision support model for medication change of Parkinson's disease patients. Proceedings of the 20th International Conference Information Society IS 2017, Volume A, Ljubljana, 63-66, 2017.
  3. Bohanec, M., Dovgan, E., Maslov, P., Vodopija, A., Luštrek, M., Puddu, P.E., Schiariti, M., Ciancarelli, M.C., Baert, A., Pardaens, S., Clays, E.: Designing a personal decision support system for congestive heart failure management. Proceedings of the 20th International Conference Information Society IS 2017, Volume A, Ljubljana, 67-70, 2017.
  4. Tsiouris, K.M., Gatsios, D., Rigas, G., Miljković, D., Koroušić-Seljak, B., Bohanec, M., Arredondo, M.T., Antonini, A., Konitsiotis, S., Koutsouris, D.D., Fotiadis, D.I.: PD_Manager: An mHealth platform for Parkinson's disease patient management, Healthcare Technology Letters 4(3), 102-108, 2017.
  5. Trdin, N., Bohanec, M.: Extending the multi-criteria decision making method DEX with numeric attributes, value distributions and relational models. Central European Journal of Operations Research, 1-24, 2018.
  6. Dobnik, D., Gruden, K., Žel, J., Bertheau, Y., Holst-Jensen, A., Bohanec, M.: Decision support for the comparative evaluation and selection of analytical methods: Detection of genetically modified organisms as an example. Food Analytical Methods, 2018.
  7. Nusev, G., Boškoski, P., Bohanec, M., Mileva Boshkoska, B.: A DSS model for selection of computer on module based on PROMETHEE and DEX methods. Decision Support Systems VIII: Sustainable data driven and evidence-based decision support: 4th International Conference, ICDSST 2018 Heraklion, Greece, May 22-25, 2018 (ed. Dargam, F.), ISSN 1865-1348, LNBIP 313, 157-168, 2018.
  8. Bohanec, M., Miljković, D., Valmarska, A., Mileva Boshkoska, B., Gasparoli, E., Gentile, G., Koutsikos, K., Marcante, A., Antonini, A., Gatsios, D., Rigas, F., Fotiadis, D.I., Tsiouris, K.M., Konitsiotis, S.: A decision support system for Parkinson disease management: Expert models for suggesting medication change. Journal of Decision Systems 27, 164-172, 2018.
  9. Delibašić, B., Radovanović, S., Jovanović, M., Bohanec, M., Suknović, M.: Integrating knowledge from DEX hierarchies into a logistic regression stacking model for predicting ski injuries. Journal of Decision Systems 27, 201-208, 2018.
  10. Mileva Boshkoska, B., Bohanec, M., Žnidaršič, M. (eds.): DSS research delivering high impacts to business and society: Proceedings of the IFIP DSS 2018, 19th Open Conference of the IFIP WG 8.3. on Decision Support Systems, 13-15 June 2018, Ljubljana, Slovenija. Jožef Stefan Institute, Ljubljana. ISBN 978-961-264-128-3. 2018.
  11. Baert, A., Clays, E., Bolliger, L., De Smedt, D., Lustrek, M., Vodopija, A., Bohanec, M., Puddu, P.E., Ciancarelli, M.C., Schiariti, M., Derboven, J., Tartarisco, G., Pardaens, S.: A Personal Decision Support System for Heart Failure Management (HeartMan): Study protocol of the HeartMan randomized controlled trial. BMC Cardiovascular Disorders 18:186, 2018.
  12. Kikaj, A., Bohanec, M.: Complex Decision Rules in DEX Methodology: jRule Algorithm and Performance Analysis. Proceedings of the 21th International Conference Information Society IS 2018, Volume A, Ljubljana, 17-20, 2018.
  13. Berčič, T., Bohanec, M., Ažman Momirski, L.: Role of decision models in the evaluation of spatial design solutions, Annales: Anali za istrske in mediteranske študije 26(1), 621-636, 2018.
  14. Strojnik, L., Stopar, M., Zlatić, E., Kokalj, D., Naglič Gril, M., Ženko, B., Žnidaršič, M., Bohanec, M., Mileva Boshkoska, B., Luštrek, M., Gradišek, A., Potočnik, D., Ogrinc, N.: Authentication of key aroma compounds in apple using stable isotope approach. Food Chemistry 277, 766-773, 2019.
  15. Žnidaršič, M., Ženko, B., Osojnik, A., Bohanec, M., Panov, P., Burger, H., Matjačić, Z., Debeljak, M.: Multi-criteria modelling approach for ambient assisted coaching of senior adults. IC3K 2019: Proceedings of the 11th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management, September 17-19, 2019, Vienna, Austria, Volume 2, KEOD (ed. Dietz, J.L.G), 87-93, 2019.
  16. Kikaj, A., Bohanec, M.: Towards web-based decision modeling software based on DEX methodology. CECIIS 2019: Proc. 30th Central European Conference on Information and Intelligent Systems, October 2--4, 2019, Varaždin (eds. Strahonja, V., Hertweck, D., Kirinić, V.), Varaždin: Faculty of Organization and Informatics, ISSN 1847-2001, 333-340, 2019.
  17. Bohanec, M., Vrbanić, I., Bašić, I., Debelak, K., Štrubelj, L.: Conceptual design of a decision support tool for severe accident management in nuclear power plants. Proceedings of the 22nd International Conference Information Society IS 2019, Volume A, Ljubljana, 5-8, 2019.
  18. Bohanec, M.: DEXi: Program for Multi-Attribute Decision Making, User's Manual, Version 5.04. IJS Report DP-13100, Jožef Stefan Institute, Ljubljana, 2020.
    [Also available: a printer-friendly version without hyperlinks.]
  19. Bohanec, M., Kikaj, A., Vrbanić, I., Bašič, I., Debelak, K., Štrubelj, L.: Supporting severe accident management in nuclear power plants. ICDSST 2020, 6th International Conference on Decision Support System Technology on Cognitive Decision Support Systems and Technologies, Zaragosa, Spain, 229, 2020. [Also available: video presentation at the conference.]
  20. Mileva Boshkoska, B., Miljković, D., Valmarska, A., Gatsios, D., Rigas, G., Konitsiotis, S., Tsiouris, K.M., Fotiadis, D.I., Bohanec, M.: Decision support for medication change of Parkinsonʼs disease patients. Computer Methods and Programs in Biomedicine, 35 p., 2020.
  21. Gjoreski, M., Kuzmanovski, V., Bohanec, M.: Generating alternatives for DEX models using Bayesian optimization. Proceedings of the 23rd International Conference Information Society IS 2020, Volume A: Slovenian Conference on Artificial Intelligence, Ljubljana: Institut Jožef Stefan, 23-26, 2020.
  22. Bohanec, M., Vrbanić, I., Bašić, I., Debelak, K., Štrubelj, L.: A decision-support approach to severe accident management in nuclear power plants. Journal of Decision Systems, 13 p., 2020.
  23. Deguine, J.-P., Robin, M.-H., Camilo Corrales, D., Vedy-Zecchini, M.-A., Doizy, A., Chiroleu, F., Quesnel, G., Païtard, I., Bohanec, M., Aubertot, J.-N.: Qualitative modeling of fruit fly injuries on chayote in Réunion: Development and transfer to users. Crop protection 139, 105367-1-105367-11, 2021.
  24. Clays, E., Puddu, P.E., Luštrek, M., Pioggia, G., Derboven, J., Vrana, M., De Sutter, J., Le Donne, R., Baert, A., Bohanec, M., Ciancarelli, M.C., Dawodu, A.A., De Pauw, M., De Smedt, D., Marino, F., Pardaens, S., Schiariti, M.S., Valič, J., Vanderheyden11, M., Vodopija, A., Tartarisco, G.: Proof-of-concept trial results of the HeartMan mobile personal health system for self-management in congestive heart failure. Scientific reports 11, 5663-1-5663-10}, 2021.
  25. Luštrek, M., Bohanec, M., Cavero Barca, C., Ciancarelli, M.C., Clays, E., Dawodu, A.A., Derboven, J., De Smedt, D., Dovgan, E., Lampe, J., Marino, F., Mlakar, M., Pioggia, G., Puddu, P.E., Rodríguez, J.M., Schiariti, M., Slapničar, G., Slegers, K., Tartarisco, G., Valič, J., Vodopija, A.: A personal health system for self-management of congestive heart failure (HeartMan): Development, technical evaluation, and proof-of-concept randomized controlled trial. JMIR medical informatics 9(2), 1-15}, 2021.
  26. Lacroix, O., Aubertot, J.N., Bohanec, M., Cordeau, S., Camilo Corrales, D., Robin, M.-H.: IPSIM-Cirsium, a qualitative expert-based model to predict infestations of Cirsium arvense. Frontiers in agronomy 3, 655383-1-655383-16, 2021.
  27. Kikaj, A., Bohanec, M.: DEX2Web - A web-based software implementing the multiple-criteria decision-making method DEX. Decision support systems XI: Decision support systems, analytics and technologies in response to global crisis management (eds. Jayawickrama, U., Delias, P., Escobar, M.T., Papathanasiou, J.), 30-43, 2021.
  28. Bohanec, M.: From data and models to decision support systems: Lessons and advice for the future. EURO Working Group on DSS: A tour of the DSS developments over the last 30 years (eds. Zaraté, P., Papathanasiou, J., Freire de Sousa, J.), Integrated series in information systems, Cham: Springer, doi: 10.1007/978-3-030-70377-6_11, 191-211, 2021.
  29. Bohanec, M., Tartarisco, G., Marino, F., Pioggia, G., Puddu, P.E., Schiariti, M.S., Baert, A., Pardaens, S., Clays, E., Vodopija, A., Luštrek, M.: HeartMan DSS: A decision support system for self-management of congestive heart failure. Expert Systems with Applications 186, 115688}, 2021.
  30. Bohanec, M.: DEX (Decision EXpert): A qualitative hierarchical multi-criteria method. Multiple Criteria Decision Making (ed. Kulkarni, A.J.), Studies in Systems, Decision and Control 407, Singapore: Springer, doi: 10.1007/978-981-16-7414-3_3, 39-78, 2022.
  31. Bohanec, M.: DEXiR: A Package for Using DEXi Models in R. IJS Report DP-13728, Jožef Stefan Institute, Ljubljana, 2022.
  32. Bohanec, M.: DEXiPy: A Package for Using DEXi Models in Python. IJS Report DP-13758, Jožef Stefan Institute, Ljubljana, 2022.
  33. Kontić, B., Black, P., French, S., Paulley, A., Zhu, M., Yankovich, T., Webster, M., Pepin, S., Bizjak, T., Bohanec, M.: Demonstrating the use of a framework for risk-informed decisions with stakeholder engagement through case studies for NORM and nuclear legacy sites. Journal of Radiological Protection 42(2) 020504, 2022.
  34. Gjoreski, M., Kuzmanovski, V., Bohanec, M.: BAG-DSM: A method for generating alternatives for hierarchical multi-attribute decision models using Bayesian optimization. Algorithms 15(6) 197: 1--22,, 2022.
  35. Bohanec, M., Kikaj, A., Vrbanić, I., Bašič, I., Debelak, K., Štrubelj, L.: Severa: Decision support software for severe accident management in nuclear power plants. ICDSST 2022, 8th International Conference on Decision Support System Technology, Thessaloniki, Greece, 212, 2022. [Also available: video presentation at the conference.]
  36. Štrubelj, L., Debelak, K., Bohanec, M., Kikaj, A., Bašić, I., Vrbanić, I.: Decision support tool for severe accident management. HND 2022: Proc. 13th Conference of the Croatian Nuclear Society, Zadar, Croatia, June 5--8, 107-1--107-14, 2022.
  37. Škvorc, T., Bohanec, M., Japelj Pavešić, B., Torkar, G., Cankar, G., Robnik Šikonja, M.: Vrednotenje kakovosti učbenikov z računalniškimi odločitvenimi modeli. Kakovost učbenikov v Sloveniji: Izzivi in priložnosti (eds. Torkar, G., Cankar, G.), Ljubljana: Pedagoška fakulteta, ISBN 978-961-253-300-7, 41-51, 2022.
  38. Štrubelj, L., Debelak, K., Bohanec, M., Kikaj, A., Bašić, I., Vrbanić, I.: Use of supporting software tool for decision-making during low-probability severe accident management at nuclear power plants. Journal of Energy 71(4), 3-11, 2022.
  39. Radovanović, S., Bohanec, M., Delibašić, B.: Extracting decision models for ski injury prediction from data. International Transactions in Operational Research 30, 3429-3454, 2023.
  40. Bohanec, M.: DEXi Suite: Renewing qualitative multi-criteria decision modeling software. ICDSST 2023, 9th International Conference on Decision Support System Technology, Albi, France, 83-88, 2023.
  41. Bohanec, M., Guček, M., Kontić, D., Sirk, K., Ženko, B., Žnidaršič, M.: Vrednotenje učinkov dinamičnih skupinskih prevozov zaposlenih na delovna mesta. Institut Jožef Stefan, Delovno poročilo IJS DP-14427, 2023.
  42. Bohanec, M.: Inter- and intra-personal differences, and consistency of decision rules, in multi-criteria modelling method DEX: A preliminary study. CECIIS 2023, 35th Central European Conference on Information and Intelligent Systems, Dubrovnik, Croatia, 43-48, 2023 [Best paper award].
  43. Bohanec, M., Guček, M., Kontić, D., Sirk, K., Ženko, B., Žnidaršič, M.: Evaluation of the effects of on-demand dynamic transportation of employees to their workplaces in Ljubljana. Proceedings of the 26th International Conference Information Society IS 2023, Volume A, Ljubljana, 36-39, 2023.

List of Publications (COBISS)

© Marko Bohanec   Last update: 2023-11-13