122 citations · 218 across the 12 of their papers we have counts for
3 papers · 1 filter
Efficiently Discovering Locally Exceptional yet Globally Representative Subgroups
Janis Kalofolias, Mario Boley, Jilles Vreeken
Subgroup discovery is a local pattern mining technique to find interpretable descriptions of sub-populations that stand out on a given target variable. That is, these sub-populatio…
Discovering Reliable Approximate Functional Dependencies
Panagiotis Mandros, Mario Boley, Jilles Vreeken
Given a database and a target attribute of interest, how can we tell whether there exists a functional, or approximately functional dependence of the target on any set of other att…
Identifying Consistent Statements about Numerical Data with Dispersion-Corrected Subgroup Discovery
Mario Boley, Bryan R. Goldsmith, Luca M. Ghiringhelli +1
Existing algorithms for subgroup discovery with numerical targets do not optimize the error or target variable dispersion of the groups they find. This often leads to unreliable or…