Igor Kononenko
Also known as I. Kononenko
Igor Kononenko is an AI researcher whose work spans machine learning and explanations for model predictions. He earned computer-science degrees at the University of Ljubljana and shared a 1988 national innovation award for ASSISTANT 86, an inductive-learning system. His career includes ReliefF research, a coauthored book on machine learning and data mining, and a method for explaining classifier predictions through feature contributions. He is a professor emeritus at the University of Ljubljana, where he founded the Laboratory for Cognitive Modeling in 2001.
- Now at
- University of Ljubljana
- Works
- 167
- Citations
- 16,493
- h-index
- 35
Publication numbers from OpenAlex, as of 15 October 2026.
Timeline
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1982–1990
Computer science at Ljubljana
He earns a B.Sc. in 1982, an M.Sc. in 1985, and a Ph.D. in computer science in 1990, all at the University of Ljubljana.
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1988
An award for ASSISTANT 86
He and Bojan Cestnik and Ivan Bratko receive the Boris Kidrič National Award for Innovations in 1988 for ASSISTANT 86, a system for inductive automatic learning.
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2001
A cognitive modeling lab
He establishes the Laboratory for Cognitive Modeling at the University of Ljubljana's Faculty of Computer and Information Science in 2001. His fields include machine learning, artificial intelligence, neural networks, and cognitive modeling.
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2003
Analyzing ReliefF and RReliefF
In 2003, he and Marko Robnik-Šikonja publish a theoretical and empirical analysis of ReliefF and RReliefF in Machine Learning.
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2007
A machine learning book
He and Matjaž Kukar publish Machine Learning and Data Mining in 2007, an introduction to machine learning and the algorithms used in data mining.
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2010
Explaining classifier predictions
In 2010, he and Erik Štrumbelj present a method for explaining classifier predictions through individual feature contributions, using coalitional game theory.
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2024
Professor emeritus at Ljubljana
He is professor emeritus at the University of Ljubljana, a title the university awards him in December 2024.
Sources and credits
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- Igor Kononenko Curriculum Vitae
- V okviru Tedna Univerze podelitev nazivov zaslužna profesorica in zaslužni profesor | Univerza v Ljubljani
- Igor Kononenko
- Machine Learning and Data Mining - Igor Kononenko, Matjaz Kukar - Google Books
- An Efficient Explanation of Individual Classifications using Game Theory