red. prof. dr.

Vili Podgorelec

Researcher

E-pošta
[email protected]
Telefon
(02) 220 7353
Pisarna
G2-1N.05
Govorilne ure
povezava
LinkedIn
povezava

Glavna Področja Raziskovanja

  • 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

Življenjepis

  • 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
  • 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
  • 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
  • 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
  • gostujoči raziskovalec, University of Nantes, Francija, dec 1997 & dec 1998
  • tehniški sodelavec, Univerza v Mariboru, 1996
  • računalniški programer, Polytechnic University of Valencia, Španija, 1995

Pedagoško Delo

  • 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)
  • 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)
  • 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)
  • 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)

Raziskovalno delo

  • 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

Recenzent Pri Revijah

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

Publikacije

  • 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.

Nagrade Tekmovanja

  • 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.

Organiziranje in vodenje konferenc

  • 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.
  • 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.
  • 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)
Nazaj na osebje

Najnovejše novice

Študentje UM FERI v prvi deseterici mednarodnega tekmovanja ERPsim
Študentje študijskega programa Informatika in podatkovne tehnologije so se po izjemni uvrstitvi v regiji EMEA udeležili svetovnega finala tekmovanja ERPsim World Cup 2026 in se uvrstili med najboljšo deseterico.

Študentje UM FERI z 2. mestom v regiji EMEA do vstopnice za finale tekmovanja ERPsim 2026
Študentje študijskega programa Informatika in podatkovne tehnologije so se na tekmovanju ERPsim regije EMEA uvrstili na izjemno 2. mesto in si s tem pridobili vstopnico za mednarodno finale tekmovanja ERPsim 2026.

Magistrski študenti informatike s FERI na treh Erasmus+ BIP programih v Rigi
Magistrski študenti informatike s FERI Univerze v Mariboru so se udeležili Erasmus+ BIP programa na Turība University v Rigi, kjer je sedem študentov sodelovalo v treh različnih mednarodnih programih. Teden so zaznamovali intenzivno učenje, timsko delo in pridobivanje praktičnih izkušenj na področjih kibernetske varnosti, umetne inteligence in vodenja.