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SICRIS
Prof. dr. Marko Robnik Šikonja
Full Professor
T: +386 1 479 8241
E:Send a message
Office hours: Wednesday, from 11:00 do 12:00 (2nd floor, right from the elevator), or contact me via email.
Room: R2.06 - Kabinet
Description

My research interests include artificial intelligence, machine learning, data mining, natural language processing, and network analytics. In machine learning and data mining I am interested in deep neural networks, feature evaluation, explanation of prediction models, ensemble learning, and embeddings (recent papers, free software). I am (co)author of more than 150 publications, both scientific and literary. My papers have more than 5000 citations according to Google Scholar.
I tweet as @MarkoRobnikS.

Awards
  • ECML/PKDD 2019 Journal Track Reviewer Award
  • The most outstanding research achievement of University of Ljubljana in 2018: Thesaurus of Modern Slovene: responsive dictionary (coauthor)
  • The golden medal for outstanding merits in the development of scientific, educational or artistic creation and to enhance the reputation of the University of Ljubljana (2015)

 

Classes
Laboratory
Projects
Past projects
Publications
  • Kristian Miok, Blaž Škrlj, Daniela Zaharie, Marko Robnik-Šikonja. To BAN or not to BAN: Bayesian Attention Networks for reliable hate speech detection. Cognitive Computation 2021. DOI
  • Matej Martinc, Senja Pollak, Marko Robnik-Šikonja. Supervised and unsupervised neural approaches to text readability. Computational linguistics. 47 (1): 141–179, 2021, DOI
  • Nada Lavrač, Blaž Škrlj, Marko Robnik-Šikonja. Propositionalization and embeddings: two sides of the same coin. Machine learning. 2020, 109(7):1465-1507. DOI
  • Jan Kralj, Marko Robnik-Šikonja, Nada Lavrač. NetSDM: semantic data mining with network analysis. Journal of machine learning research, 2019, vol. 20, pp. 1-50 PDF
  • Janez Kranjc, Roman Orač, Vid Podpečan, Nada Lavrač, Marko Robnik-Šikonja. ClowdFlows: online workflows for distributed big data mining. FGCS, 2017, vol. 68, pp. 38-58 PDF
  • Marko Bohanec, Mirjana Kljajić Borštnar, Marko Robnik-Šikonja. Explaining machine learning models in sales predictions. Expert systems with applications, 2017, vol. 71, pp. 416-428 PDF
  • Marko Robnik-Šikonja. Data generators for learning systems based on RBF networks. IEEE transactions on neural networks and learning systems, May 2016, vol. 27, no. 5, pp. 926-938 PDF
  • Marko Robnik-Šikonja, Igor Kononenko: Explaining Classifications For Individual Instances. IEEE Transactions on Knowledge and Data Engineering, 20: 589-600, 2008 PDF
  • Marko Robnik-Šikonja, Koen Vanhoof: Evaluation of ordinal attributes at value level. Knowledge Discovery and Data Mining, 14:225-243, 2007 PDF
  • Marko Robnik-Šikonja, Igor Kononenko: Theoretical and Empirical Analysis of ReliefF and RReliefF. Machine Learning Journal, 53:23-69, 2003. PDF
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