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cs.LG2022
Delta-Closure Structure for Studying Data Distribution
Aleksey Buzmakov, Tatiana Makhalova, Sergei O. Kuznetsov +1
In this paper, we revisit pattern mining and study the distribution underlying a binary dataset thanks to the closure structure which is based on passkeys, i.e., minimum generators…
cs.LG2021
Decision Concept Lattice vs. Decision Trees and Random Forests
Egor Dudyrev, Sergei O. Kuznetsov
Decision trees and their ensembles are very popular models of supervised machine learning. In this paper we merge the ideas underlying decision trees, their ensembles and FCA by pr…