11 citations · 19 across the 12 of their papers we have counts for
3 papers · 1 filter
Globally Interpretable Classifiers via Boolean Formulas with Dynamic Propositions
Reijo Jaakkola, Tomi Janhunen, Antti Kuusisto +2
Interpretability and explainability are among the most important challenges of modern artificial intelligence, being mentioned even in various legislative sources. In this article,…
Description Complexity of Unary Structures in First-Order Logic with Links to Entropy
Reijo Jaakkola, Antti Kuusisto, Miikka Vilander
The description complexity of a model is the length of the shortest formula that defines the model. We study the description complexity of unary structures in first-order logic FO,…
Interpretable classifiers for tabular data via discretization and feature selection
Reijo Jaakkola, Tomi Janhunen, Antti Kuusisto +2
We introduce a method for computing immediately human interpretable yet accurate classifiers from tabular data. The classifiers obtained are short Boolean formulas, computed via fi…