I'm a PhD student at the Faculty of Computer and Information Science, University of Ljubljana, Slovenia. I work in AI Lab. My advisors are prof. dr. Ivan Bratko and dr. Janez Demsar.
Research
- qualitative reasoning- machine learning and its applications in data mining and modeling of dynamical systems
- intelligent robotics
Selected publications
2010:Jure Žabkar, Martin Možina, Ivan Bratko, Janez Demšar: Learning Qualitative Models from Numerical Data. Submitted to AI Journal. (preprint)
Jure Žabkar, Martin Možina, Ivan Bratko, Janez Demšar: Learning Qualitative Relations from Categorical Data. 24th International Workshop on Qualitative Reasoning. August 8-10, 2010, Portland, Oregon, USA. (pdf)
Jure Žabkar, Tadej Janež, Martin Možina, Ivan Bratko: Active Learning of Qualitative Models with Pade. 24th International Workshop on Qualitative Reasoning. August 8-10, 2010, Portland, Oregon, USA. (pdf)
Jure Žabkar, Martin Možina, Tadej Janež, Ivan Bratko, Janez Demšar: Preference Learning from Qualitative Partial Derivatives. Preference Learning Workshop, ECML/PKDD 2010. September 24, 2010, Barcelona, Spain. (preprint)
2004 - 2010:
Jure Žabkar, Rahela Žabkar, Daniel Vladušič, Danijel Čemas, Dorian Šuc, Ivan Bratko: Q^2 Prediction of Ozone Concentrations. Ecological Modelling 191 (2006), p. 68-82, 2006. Available online at www.sciencedirect.com (preprint)
ŽABKAR, Jure, BRATKO, Ivan, MOHAN, Ashok C. Learning qualitative models by an autonomous robot. V: BRADLEY, Elizabeth (ur.), TRAVÉ-MASSUYÈS, Louise (ur.). 22nd International Workshop on Qualitative Reasoning, 24-26 June 2008, University of Colorado, Boulder CO USA. [S. l.: s. n.], 2008, str. 150-155
ŽABKAR, Jure, SADIKOV, Aleksander, BRATKO, Ivan, DEMŠAR, Janez. Qualitatively constrained equation discovery. V: PRICE, Chris (ur.). 21st International Workshop on Qualitative Reasoning, QR07, 2007, str. 209-211
ŽABKAR, Jure, MOŽINA, Martin, BRATKO, Ivan, VIDEČNIK, Jerneja. Strojno učenje z argumenti na področju hudih bakterijskih okužb pri starostnikih. V: ANDERLUH, Gregor (ur.), ZUPAN, Blaž (ur.), STARE, Janez (ur.). Prvo srečanje slovenskih bioinformatikov, Ljubljana, 2. december 2005. Zbornik. 1. izd. Ljubljana: Fakulteta za računalništvo in informatiko, 2005, str. 66-69.
BRATKO, Ivan, MOŽINA, Martin, ŽABKAR, Jure. Argument-based machine learning. Lect. notes comput. sci., str. [11]-17.
MOŽINA, Martin, DEMŠAR, Janez, ŽABKAR, Jure, BRATKO, Ivan. Why is rule learning optimistic and how to correct it. Lect. notes comput. sci., str. [330]-340
MOŽINA, Martin, ŽABKAR, Jure, BRATKO, Ivan. Argument based machine learning. Artif. intell.. [Print ed.], 2007, vol. 171, no. 10/15, str. 922-937.
LEBAN, Gregor, ŽABKAR, Jure, BRATKO, Ivan. An experiment in robot discovery with ILP. Lect. notes comput. sci., str. 77-90, ilustr.
Past projects
- ASPIC- XMEDIA
- XPERO, learning by experimentation
