10 citations · 24 across the 8 of their papers we have counts for
8 papers
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…
Experimental Study of Concise Representations of Concepts and Dependencies
Aleksey Buzmakov, Egor Dudyrev, Sergei O. Kuznetsov +2
In this paper we are interested in studying concise representations of concepts and dependencies, i.e., implications and association rules. Such representations are based on equiva…
The Comparison of Methods for Individual Treatment Effect Detection
Aleksey Buzmakov, Daria Semenova, Maria Temirkaeva
Today, treatment effect estimation at the individual level is a vital problem in many areas of science and business. For example, in marketing, estimates of the treatment effect ar…
Machine learning for subgroup discovery under treatment effect
Aleksey Buzmakov
In many practical tasks it is needed to estimate an effect of treatment on individual level. For example, in medicine it is essential to determine the patients that would benefit f…
Mining Best Closed Itemsets for Projection-antimonotonic Constraints in Polynomial Time
Aleksey Buzmakov, Sergei O. Kuznetsov, Amedeo Napoli
The exponential explosion of the set of patterns is one of the main challenges in pattern mining. This challenge is approached by introducing a constraint for pattern selection. On…
Revisiting Pattern Structure Projections
Aleksey Buzmakov, Sergei O. Kuznetsov, Amedeo Napoli
Formal concept analysis (FCA) is a well-founded method for data analysis and has many applications in data mining. Pattern structures is an extension of FCA for dealing with comple…