Vili Podgorelec

• redni profesor, Univerza v Mariboru, od 2012
  • namestnik predstojnika Inštituta za informatiko, od 2016
  • gostujoči profesor, Federal University of Sao Paulo, Brazilija, julij-avgust 2015
  • znanstveni svetnik, Core@UM, Centre of Open innovation and ResEarch, 2013-2015
  • gostujoči professor, University of Nitra, Slovaška, maj 2012
• izredni profesor, Univerza v Mariboru, 2007-2012
  • gostujoči professor, University of Szeged, Madžarska, maj 2009
  • gostujoči professor, University of Applied Sciences Seinäjoki, Finska, feb 2008
  • gostujoči raziskovalec, University of Madeira, Portugalska, dec 2002-jan 2003
• docent, Univerza v Mariboru, 2002-2007
• asistent, Univerza v Mariboru, 2001-2002
• doktorat znanosti s področja računalništva in informatike, Univerza v Mariboru, Slovenija, 2001 (doktorska naloga)
  • gostujoči raziskovalec, University of Osaka, Japonska, nov-dec 2000
  • gostujoči raziskovalec, University of La Laguna, Španija, jan-apr 2000
• mladi raziskovalec, Univerza v Mariboru, 1996-2001
  • gostujoči raziskovalec, University of Nantes, Francija, dec 1997 & dec 1998
• tehniški sodelavec, Univerza v Mariboru, 1996
• računalniški programer, Polytechnic University of Valencia, Španija, 1995

• Bolonjski program, 1. stopnja (uni, vs):
  • Osnove informacijskih sistemov (ITK 1 uni)
  • Modeli in odločitveni sistemi (ITK 2 uni)
  • Sistemi odločanja (ITK 2 vs)
  • Informatika v medijih (MK 1 uni)
  • Praktikum: spletni sistemi in vsebine (MK 3 uni)
• Bolonjski program, 2. stopnja (mag):
  • Tehnologije razvoja inteligentnih sistemov (ITK 1 mag)
  • Komunikološke raziskovalne metode (MK 1 mag)
  • Podatkovno rudarjenje in iskanje novega znanja (FZV, BioInf 1 mag)
• Bolonjski program, 3. stopnja (dr):
  • Inteligentne informacijske rešitve (RI dr)
  • Portalne tehnologije in upravljanje z znanjem (RI dr)
  • Metode znanstveno-raziskovalnega dela (MK dr)
  • Inovativne informacijske rešitve za medije (MK dr)

• podatkovna analitika, podatkovna znanost
• inteligentni sistemi, sistemski pristopi
• strojno učenje, podatkovno rudarjenje, odkrivanje znanja
• semantične tehnologije, upravljanje z znanjem
• kompleksnost, kompleksni sistemi, metrike kompleksnosti
• medicinska informatika

Gostujoči urednik

• Journal of Medical Systems, Springer.
• Computer Methods and Programs in Biomedicine, Elsevier.

Recenzent

• IEEE Transactions on Evolutionary Computation, IEEE
• IEEE Transactions on Information Technology in BioMedicine, IEEE
• Computer Methods and Programs in Biomedicine, Elsevier
• Artificial intelligence in medicine, Elsevier
• Information Processing Letters, Elsevier
• Organizacija, UM FOV
• Uporabna informatika, SDI

Izbrani objavljeni članki v revijah:

• Grega Vrbančič, Vili Podgorelec, Automatic Classification of Motor Impairment Neural Disorders from EEG Signals Using Deep Convolutional Neural Networks, Elektronika ir elektrotechnika, Kaunas: Technologija, 24(4): 3-7, 2018.
• Miha Pavlinek, Vili Podgorelec, Text classification method based on self-training and LDA topic models, Expert Systems with Applications, Elsevier, vol. 80, pp. 83-93, September 2017.
• Aleš Bošnjak, Vili Podgorelec, Upgrade of a current research information system with ontologically supported semantic search engine, Expert Systems with Applications, Elsevier, vol. 66, pp. 189-202, December 2016.
• Sašo Karaktič, Vili Podgorelec, Improved classification with allocation method and multiple classifiers, Information Fusion, Elsevier, vol. 31, pp. 26-42, September 2016.
• Luka Pavlič, Vili Podgorelec, Marjan Heričko, Polona Repolusk, An entropy-based algorithm for proposing a suitable design pattern, Informatica, Vilnius University - Institute of Mathematics and Informatics, 27(4): 843-862, 2016.
• Sašo Karaktič, Vili Podgorelec, A survey of genetic algorithms for solving multi depot vehicle routing problem, Applied Soft Computing, Elsevier, vol. 27, pp. 519-532, February 2015.
• Luka Pavlič, Vili Podgorelec, Marjan Heričko, A question-based design pattern advisement approach, Computer Science and Information Systems, ComSIS Consortium, 11(2): 645-664, 2014.
• Matej Šprogar, Vili Podgorelec, Incremental approach to structurally difficult problems in genetic programming, Elektronika ir elektrotechnika, Kaunas: Technologija, 20(5): 154-157, 2014.
• Rok Žontar, Ivan Rozman, Vili Podgorelec, Mapping ontologies to object using a transformation based on description logics, Information Technology and Control, Kaunas University of Technology, 43(3): 230-243, 2014.
• Vili Podgorelec, Sašo Karakatič, A multi-population genetic algorithm for inducing balanced decision trees on telecommunications churn data, Elektronika ir elektrotechnika, Kaunas: Technologija, 19(6); 121-124, 2013.
• Sašo Karaktič, Vili Podgorelec, Marjan Heričko, Optimization of combinational logic circuits with genetic programming, Elektronika ir elektrotechnika, Kaunas: Technologija, 19(7): 86-89, 2013.
• Vili Podgorelec, Matej Šprogar, Sandi Pohorec, Evolutionary design of decision trees, Wiley Interdisciplinary Reviews - Data Mining and Knowledge Discovery, Wiley, 3(2): 63-82, 2013.
• Vili Podgorelec, Analyzing EEG signals with machine learning for diagnosing Alzheimer's disease, Electronics and Electrical Engineering, Kaunas: Technologija, 18(8): 61-64, 2012.
• Peter Kokol, Sandi Pohorec, Gregor Štiglic, Vili podgorelec: Evolutionary design of decision trees for medical application, Wiley Interdisciplinary Reviews - Data Mining and Knowledge Discovery, Wiley, vol. 2, iss. 3, pp. 237-254, May 2012.
• Vili Podgorelec, Miha Grešak: Supporting the study process using semantic web technologies, Electronics and Electrical Engineering, Kaunas: Technologija, No. 10(116), pp. 105-108, December 2011.
• Vili Podgorelec, Sasa Kuhar: Taking Advantage of Education Data: Advanced Data Analysis and Reporting in Virtual Learning Environments, Electronics and Electrical Engineering, Kaunas: Technologija, No. 8(114), pp. 111-116, October 2011.
• Bostjan Grasic, Vili Podgorelec:  Automating ontology based information integration using service orientation, WSEAS Transactions on Computers, WSEAS, Vol. 9, Issue 3, pp. 547-446, January 2010.
• Bostjan Grasic, Vili Podgorelec, Marjan Hericko: Primerjava pristopov k razvoju ontologij (in Slovene), Uporabna informatika, Vol. 17, Issue 4, December 2009.
• Vili Podgorelec:  Improved Mining of Software Complexity Data on Evolutionary Filtered Training Sets, WSEAS Transactions on Information Science & Applications, WSEAS, Vol. 6, Issue 11, pp. 1751-1760, November 2009.
• Vili Podgorelec, Bostjan Grasic, Luka Pavlic: Medical diagnostic process optimization through the semantic integration of data resources, Computer Methods and Programs in Biomedicine, Elsevier, Vol. 95, Issue 2, Suppl. 1, pp. S55-S67, 2009.
• Luka Pavlic, Marjan Hericko, Vili Podgorelec, Ivan Rozman:  Improving Design Pattern Adoption with an Ontology-Based Repository, Informatica, Slovene Society Informatika, Vol. 33, Num. 2, pp. 189-197, 2009.
• Vili Podgorelec, Luka Pavlic, Marjan Hericko:  Semantic Web Based Integration of Knowledge Resources for Supporting Collaboration, Informatica, Slovene Society Informatika, Vol. 31, Num. 1, pp. 85-92, 2007.
• Vili Podgorelec, Marjan Hericko: Estimating software complexity from UML models, Software Engineering Notes, ACM Press, Volume 32, Issue 2, March 2007.
• V. Podgorelec, P. Kokol, M. Molan Stiglic, M. Hericko, I. Rozman: Knowledge discovery with classification rules in a cardiovascular dataset, Computer Methods and Programs in Biomedicine, Elsevier, Vol. 80, Suppl. 1, pp. S39-S49, 2005.
• Vili Podgorelec:  Complexity-driven evolution of decision graph for classification of medical data, Informatica, Slovene Society Informatika, Vol. 29, Num. 1, pp. 41-51, 2005.
• Vili Podgorelec, M. Hericko, Matjaz B. Juric, I. Rozman: Improving the Reliability of Medical Software by Predicting the Dangerous Software Modules, Journal of Medical Systems, Springer Science+Business Media, Vol. 29, Num. 1, pp. 3-11, February 2005.
• Maurizio Pighin, Vili Podgorelec, Peter Kokol: Fault-Treshold Prediction with Linear Programming Methodologies, Empirical Software Engineering, Kluwer Academic Publishers, vol. 8, iss. 2, pp. 117-138, June 2003
• Vili Podgorelec, Peter Kokol, Bruno Stiglic, Ivan Rozman: Decision trees: an overview and their use in medicine, Journal of Medical Systems, Kluwer Academic/Plenum Press, Vol. 26, Num. 5, pp. 445-463, October 2002.
• Vili Podgorelec, Peter Kokol: Evolutionary induced decision trees for dangerous software modules prediction, Information Processing Letters, Elsevier Science B.V., Vol. 82, pp. 31-38, February 2002.
• M. Zorman, V. Podgorelec, P. Kokol, M. Peterson, M. Sprogar, M. Ojstersek:Finding the right decision tree's induction strategy for a hard real world problem, International Journal of Medical Informatics, Elsevier Science Ireland Ltd., Vol. 63, pp. 109-121, September 2001.
• Vili Podgorelec, Peter Kokol: Towards More Optimal Medical Diagnosing with Evolutionary Algorithms, Journal of Medical Systems, Kluwer Academic/Plenum Press, Vol. 25, Num. 3, pp. 195-219, June 2001.
• M. Sprogar, P. Kokol, S. Hleb Babic, V. Podgorelec, M. Zorman: Vector decision trees, Intelligent Data Analysis, IOS Press, Vol. 4, Num. 3-4, pp. 305-321, 2000.
• Vili Podgorelec, Janez Brest, Peter Kokol: Power of heterogeneous computing as a vehicle for implementing E3 medical decision support systems, International Journal of Medical Informatics, Elsevier Science Ireland Ltd., Vol. 58-59, pp. 179-190, September 2000.
• Peter Kokol, Vili Podgorelec: Complexity and human writings, Complexity International, CSU Australia, Vol. 7, 2000.
• Peter Kokol, Vili Podgorelec, Francis Dion, Rich de Loach: Intellectual Energy in Software Design, Software Engineering Notes, ACM Press, Volume 25, Num. 3, pp. 44-45, May 2000.
• Peter Kokol, Vili Podgorelec, Ana Isabel Cardoso, Francis Dion: Assesing the State of the Software Process Development Using the Chaos Theory, Software Engineering Notes, ACM Press, Volume 25, Num. 3, pp. 41-43, May 2000.
• Matej Šprogar, Vili Podgorelec, Peter Kokol: Odlocitvena drevesa in sistemi z vecdimenzionalnimi rešitvami (in Slovene), Uporabna informatika, letnik 8, st. 2, str. 79-86, 2000.
• P. Kokol, V. Podgorelec, H. Habrias, N. Hadj Rabia: Ranking the Complexity of NIAM Conceptual Schemas by Alpha Metric, SIGPLAN notices, vol. 35, num. 3, pp. 59-64, ACM Press, New York, March 2000.
• S. Hleb Babic, P. Kokol, V. Podgorelec, M. Zorman, M. Sprogar, M. Molan Stiglic: The Art of Building Decision Trees, Journal of Medical Systems, Plenum Press, Volume 24, Num. 1, pp. 43, 2000.
• Milan Zorman, Vili Podgorelec, Peter Kokol: Using Intelligent Search for Finding Medical Sites, Medical informatics and the Internet in medicine, Taylor & Francis, vol. 24, num. 3, pp. 213-221, 1999.
• P. Kokol, V. Podgorelec, M. Zorman, T. Kokol, T. Njivar: Computer and Natural Language Texts - A Comparison Based on Long-Range Correlations, Journal of the American Society for Information Science, John Wiley & Sons, vol. 50, num. 14, pp. 1295-1301, December 1999.
• Peter Kokol, Vili Podgorelec, Henri Habrias, Nassim Hadj Rabia: The complexity of formal specifications - assesments by alpha metric, SIGPLAN notices, vol. 34, num. 6, pp. 84-88, ACM Press, New York, June 1999.
• P. Kokol, J. Brest, M. Zorman, V. Podgorelec: Integration of Complexity Metrics with the Use of Decision Trees, Software Engineering Notes, ACM Press, Volume 23, Num. 1, pp. 56-58, January 1998.
• Vili Podgorelec, Peter Kokol: Genetic Algorithm Based System for Patient Scheduling in Highly Constrained Situations, Journal of Medical Systems, Plenum Press, Volume 21, Num. 6, pp. 417-427, December 1997.

• IEEE Region 8 Student Papers Competition, First Prize (mentor)
  Lucija Brezočnik awarded first prize at the 25th International Electrotechnical and Computer Science Conference ERK 2016, Portorož, Slovenia, 2016.
• Best PhD paper award
  10. elektrotehniška in računalniška konferenca ERK'2001, Portorož, Slovenia, september 2001.
• SIAM Student Travel Grant Award
  Dobitnik SIAM-ove travel grant nagrade na First SIAM International Conference on Data Mining, Chicago, IL, USA, april 2001.
• 1999 IEEE Region 8 Student Paper Contest Finals Winner
  Zmagovalec finalnega tekmovanja 1999 IEEE Region 8 Student Paper Contest, v sklopu konference ISIE'99, Bled, julij 1999.
• Best presentation award
  International ICSC Congress on Computational Intelligence Methods and Applications CIMA 1999, Rochester, NY, USA.
• Best student paper, honorable mention
  12th IEEE Conference on Computer Based Medical Systems, Stamford, CT, USA, June 1999.
• GECCO'99 Graduate Student Workshop
  Izbran za finalista na GECCO'99 Graduate Student Workshop, Orlando, FL, USA, julij 1999.
• IEEE Region 8 Student Papers Competition, First Prize
  7. elektrotehniška in računalniška konferenca ERK'98, IEEE Region 8 Student Papers Competition, Portorož, Slovenia, 1998.
• Best Student Paper Award
  10th IEEE Conference on Computer Based Medical Systems, Maribor, Slovenia, 1997.
• IEEE Region 8 Student Papers Competition, Third Prize
  6. elektrotehniška in računalniška konferenca ERK'97, IEEE Region 8 Student Papers Competition, Portorož, Slovenia, 1997.
• ACM Programming Contest 1997
  Član in trener ekipe Univerze v Mariboru na ACM Regional Programming Contest, Bratislava, Slovakia, 1997.
• ACM Programming Contest 1996
  Član in trener ekipe Univerze v Mariboru na ACM Regional Programming Contest, Bratislava, Slovakia, 1996.

Organizacija

• KM 2017, Knowledge Management Conference, Novo mesto, Slovenia, 2017.
• ECOOP 2010, European Conference on Object-Oriented Programming, Maribor, Slovenia, 2010.
• CBMS'2007, Computer-based medical systems, Maribor, Slovenia, 2007.
• KMO-2006, Knowledge Management in Organisations, Maribor, Slovenia, 2006.
• AISM-2004, Applications of Intelligent Systems in Medicine, Budapest, Hungary, 2004.
• AASE-2004, Alternative Approaches in Software Engineering, Vienna, Austria, 2004.
• DMSPD-2004, Data mining software prohects databases, Cambridge, USA, 2004.
• CBMS'2002, Computer-based medical systems, Maribor, Slovenia, 2002.
• ISM-EIS'2002, Intelligent Systems in Medicine, Malaga, Spain, 2002.

Predsedovanje

• Program co-chair, Knowledge Management KM 2017, 2017.
• Program chair, Computer-based Medical Systems CBMS'2007, 2007.
• Tutorial chair, Software Engineering Conference ~SE 2005~, 2005.
• Publicity chair, Computer-based Medical Systems CBMS'2002, 2002.

Programski odbori

• KM 2017. (Knowledge management)
• OTS'2010, OTS'2009. (Advanced technologies and services)
• CBMS'2010, CBMS'2009, CBMS'2008, CBMS'2007, CBMS'2006,CBMS'2005, CBMS'2002, CBMS'97. (Computer-based medical systems)
• SE-2008, SE-2007, SE-2006, SE-2005, SEA-2005, SEA-2003. (Software engineering & applications)
• KMO'2006, EIS'2002, ENAIS'2001, ISA'2000, ADBIS'99, IC-AI'99. (Intelligent systems & knowledge management)
• Multi'2006, IBIMA'2005, ISPDC'2003, ISI'2001. (Information systems)