[PHOTO] Prof. Bogdan Filipič, Ph.D.

Senior research associate and head of Computational Intelligence Group at the Department of Intelligent Systems of the Jozef Stefan Institute, Ljubljana, Slovenia, and associate professor of Computer and Information Science at the University of Ljubljana and Jozef Stefan International Postgraduate School

Contact information

Prof. Bogdan Filipic
Department of Intelligent Systems
Jozef Stefan Institute
Jamova cesta 39
SI-1000 Ljubljana

Phone: +386 1 477 33 52
Fax : +386 1 477 31 31
Email: bogdan [dot] filipic [at] ijs [dot] si

Research interests

Membership and service


Selected bibliography

TUŠAR, Tea, FILIPIČ, Bogdan. Visualization of Pareto front approximations in evolutionary multiobjective optimization: A critical review and the prosection method. IEEE Transactions on Evolutionary Computation, 2015, vol. 19, no. 2, pp. 225-245. PDF (IEEE Xplore, Open Access)

MLAKAR, Miha, PETELIN, Dejan, TUŠAR, Tea, FILIPIČ, Bogdan. GP-DEMO: Differential evolution for multiobjective optimization based on Gaussian process models. European Journal of Operational Research, 2015, vol. 243, no. 2, pp. 347-361. PDF (ScienceDirect)

MLAKAR, Miha, TUŠAR, Tea, FILIPIČ, Bogdan. Comparing solutions under uncertainty in multiobjective optimization. Mathematical Problems in Engineering, vol. 2014, Article ID 817964, 10 pages, doi: doi:10.1155/2014/817964. PDF (Hindawi, Open Access)

TUŠAR, Tea, FILIPIČ, Bogdan. Visualizing exact and approximated 3D empirical attainment functions. Mathematical Problems in Engineering, vol. 2014, Article ID 569346, 18 pages, doi: 10.1155/2014/569346. PDF (Hindawi, Open Access)

DOVGAN, Erik, JAVORSKI, Matija, TUŠAR, Tea, GAMS, Matjaž, FILIPIČ, Bogdan. Discovering driving strategies with a multiobjective optimization algorithm. Applied Soft Computing, 2014, vol. 16, no. 1, pp. 50-62. PDF (ScienceDirect)

DEPOLLI, Matjaž, TROBEC, Roman, FILIPIČ, Bogdan. Asynchronous master-slave parallelization of differential evolution for multiobjective optimization. Evolutionary Computation, 2013, vol. 21, no. 2, pp. 261-291. PDF (MIT Press Journals)

DOVGAN, Erik, JAVORSKI, Matija, TUŠAR, Tea, GAMS, Matjaž, FILIPIČ, Bogdan. Comparing a multiobjective optimization algorithm for discovering driving strategies with humans. Expert Systems with Applications, 2013, vol. 40, no. 7, pp. 2687-2695. PDF (ScienceDirect)

FISTER, Iztok, MERNIK, Marjan, FILIPIČ, Bogdan. Graph 3-coloring with a hybrid self-adaptive evolutionary algorithm. Computational Optimization and Applications, 2013, vol. 54, no. 3, pp. 741-770. PDF (SpringerLink)

KOROŠEC, Peter, ŠILC, Jurij, FILIPIČ, Bogdan. The differential ant-stigmergy algorithm. Information Sciences, 2012, vol. 192, no. 1, pp. 82-97. PDF (ScienceDirect)

ZUPANC, Jernej, FILIPIČ, Bogdan. Evolutionary synthesis of cellular automata. CIT, Journal of Computing and Information Technology, 2011, vol. 19, no. 2, pp. 105-112.

FISTER, Iztok, MERNIK, Marjan, FILIPIČ, Bogdan. A hybrid self-adaptive evolutionary algorithm for marker optimization in the clothing industry. Applied Soft Computing, 2010, vol. 10, no. 2, pp. 409-422.

VALENTINČIČ, Joško, FILIPIČ, Bogdan, JUNKAR, Mihael. Machine learning induction of a model for online parameter selection in EDM rough machining. The International Journal of Advanced Manufacturing Technology, 2009, vol. 41, no. 9-10, pp. 865-870.

FISTER, Iztok, MERNIK, Marjan, FILIPIČ, Bogdan. Optimization of markers in clothing industry. Engineering Applicationsof Artificial Intelligence, 2008, vol. 21, no. 4, pp. 669-678.

FILIPIČ, Bogdan, TUŠAR, Tea, LAITINEN, Erkki. Preliminary numerical experiments in multiobjective optimization of a metallurgical production process. Informatica, 2007, vol. 31, no. 2, pp. 233-240.

TUŠAR, Tea, KOROŠEC, Peter, PAPA, Gregor, FILIPIČ, Bogdan, ŠILC, Jurij. A comparative study of stochastic optimization methods in electric motor design. Applied Intelligence, 2007, vol. 27, no. 2, pp. 101-111.

BRATKO, Andrej, CORMACK, Gordon V., FILIPIČ, Bogdan, LYNAM, Thomas R., ZUPAN, Blaž. Spam filtering using statistical data compression models. Journal of Machine Learning Research, 2006, vol. 7, pp. 2673-2698.

BRATKO, Andrej, FILIPIČ, Bogdan. Exploiting structural information for semi-structured document categorization. Information Processing and Management, 2006, vol. 42, no. 3, pp. 679-694.

GANTAR, Gašper, KUZMAN, Karl, FILIPIČ, Bogdan. Increasing the stability of the deep drawing process by simulation-based optimization. Journal of Materials Processing Technology, 2005, vol. 164/165, pp. 1343-1350.

FILIPIČ, Bogdan, LAITINEN, Erkki. Model-based tuning of process parameters for steady-state steel casting. Informatica, 2005, vol. 29, no. 4, pp. 491-496.

KAVALENKA, Aleh A., FILIPIČ, Bogdan, HEMMINGA, Marcus A., ŠTRANCAR, Janez. Speeding up a genetic algorithm for EPR-based spin label characterization of biosystem complexity. Journal of Chemical Information and Modeling, 2005, vol. 45, no. 6, pp. 1628-1635.

ŠTRANCAR, Janez, KOKLIČ, Tilen, ARSOV, Zoran, FILIPIČ, Bogdan, STOPAR, David, HEMMINGA, Marcus A. Spin label EPR-based characterization of biosystem complexity. Journal of Chemical Information and Modeling, 2005, vol. 45, no. 2, pp. 394-406.

FILIPIČ, Bogdan. Optimizing production schedules and energy consumption with an evolutionary algorithm. Informatica, 2004, vol. 28, no. 4, pp. 353-357.

URSEM, Rasmus K., FILIPIČ, Bogdan, KRINK, Thiemo. Exploring the performance of an evolutionary algorithm for greenhouse control. CIT, Journal of Computing and Information Technology, 2002, vol. 10, no. 3, pp. 195-201.

FILIPIČ, Bogdan, ŠTRANCAR, Janez. Tuning EPR spectral parameters with a genetic algorithm. Applied Soft Computing, 2001, vol. 1, no. 1, pp. 83-90.

FILIPIČ, Bogdan, ŽUN, Iztok, PERPAR, Matjaž. Skill-based interpretation of noisy probe signals enhanced with a genetic algorithm. International Journal of Human-Computer Studies, 2000, vol. 53, no. 4, pp. 517-535.

FILIPIČ, Bogdan, JUNKAR, Mihael. Using inductive machine learning to support decision making in machining processes. Computers in Industry, 2000, vol. 43, no. 1, pp. 31-41.

FILIPIČ, Bogdan, URBANČIČ, Tanja, KRIŽMAN, Viljem. A combined machine learning and genetic algorithm approach to controller design. Engineering Applications of Artificial Intelligence, 1999, vol. 12, no. 4, pp. 401-409.

ŽUN, Iztok, FILIPIČ, Bogdan, PERPAR, Matjaž, BOMBAČ, Andrej. Phase discrimination in void fraction measurements via genetic algorithms. Review of Scientific Instruments, 1995, vol. 66, no. 10, pp. 5055-5064.

VARŠEK, Alen, URBANČIČ, Tanja, FILIPIČ, Bogdan. Genetic algorithms in controller design and tuning. IEEE Transactions on Systems, Man and Cybernetics, 1993, vol. 23, no. 5, pp. 1330-1339.

JUNKAR, Mihael, FILIPIČ, Bogdan, BRATKO, Ivan. Identifying the grinding process by means of inductive machine learning. Computers in Industry, 1991, vol. 17, no. 2/3, pp. 147-153.