32 citations · 32 across the 4 of their papers we have counts for
4 papers
Probabilistic Truly Unordered Rule Sets
Lincen Yang, Matthijs van Leeuwen
Rule set learning has recently been frequently revisited because of its interpretability. Existing methods have several shortcomings though. First, most existing methods impose ord…
Truly Unordered Probabilistic Rule Sets for Multi-class Classification
Lincen Yang, Matthijs van Leeuwen
Rule set learning has long been studied and has recently been frequently revisited due to the need for interpretable models. Still, existing methods have several shortcomings: 1) m…
Flexible constrained sampling with guarantees for pattern mining
Vladimir Dzyuba, Matthijs van Leeuwen, Luc De Raedt
Pattern sampling has been proposed as a potential solution to the infamous pattern explosion. Instead of enumerating all patterns that satisfy the constraints, individual patterns…
Estimating the pattern frequency spectrum inside the browser
Matthijs van Leeuwen, Antti Ukkonen
We present a browser application for estimating the number of frequent patterns, in particular itemsets, as well as the pattern frequency spectrum. The pattern frequency spectrum i…