138 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- Charles UniversityCZ11 papers
- Czech Academy of Sciences, Institute of Information Theory and AutomationCZ5 papers
- Czech Technical University in PragueCZ5 papers
- University of MannheimDE3 papers
- Johannes Kepler University of LinzAT2 papers
- Queen Mary University of LondonGB2 papers
- University of California, BerkeleyUS2 papers
- University of OxfordGB2 papers
- University of TurinIT2 papers
- Utrecht UniversityNL2 papers
- American UniversityUS1 paper
- Cambridge Econometrics (United Kingdom)GB1 paper
4 papers · 1 filter
LLM-based feature generation from text for interpretable machine learning
Vojtěch Balek, Lukáš Sýkora, Vilém Sklenák +1
Existing text representations such as embeddings and bag-of-words are not suitable for rule learning due to their high dimensionality and absent or questionable feature-level inter…
Advances in Machine Learning for the Behavioral Sciences
Tomáš Kliegr, Štěpán Bahník, Johannes Fürnkranz
The areas of machine learning and knowledge discovery in databases have considerably matured in recent years. In this article, we briefly review recent developments as well as clas…
On Cognitive Preferences and the Plausibility of Rule-based Models
Johannes Fürnkranz, Tomáš Kliegr, Heiko Paulheim
It is conventional wisdom in machine learning and data mining that logical models such as rule sets are more interpretable than other models, and that among such rule-based models,…
Improved learning of Bayesian networks
Tomas Kocka, Robert Castelo
The search space of Bayesian Network structures is usually defined as Acyclic Directed Graphs (DAGs) and the search is done by local transformations of DAGs. But the space of Bayes…