10 citations · 20 across the 5 of their papers we have counts for
5 papers
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…
Fast Generation of Best Interval Patterns for Nonmonotonic Constraints
Aleksey Buzmakov, Sergei O. Kuznetsov, Amedeo Napoli
In pattern mining, the main challenge is the exponential explosion of the set of patterns. Typically, to solve this problem, a constraint for pattern selection is introduced. One o…
Graphlet-based lazy associative graph classification
Yury Kashnitsky, Sergei O. Kuznetsov
The paper addresses the graph classification problem and introduces a modification of the lazy associative classification method to efficiently handle intersections of graphs. Grap…
On mining complex sequential data by means of FCA and pattern structures
Aleksey Buzmakov, Elias Egho, Nicolas Jay +3
Nowadays data sets are available in very complex and heterogeneous ways. Mining of such data collections is essential to support many real-world applications ranging from healthcar…