Formal concept analysis: from knowledge discovery to knowledge processing

S Ferré, M Huchard, M Kaytoue, SO Kuznetsov… - A Guided Tour of …, 2020 - Springer
In this chapter, we introduce Formal Concept Analysis (FCA) and some of its extensions.
FCA is a formalism based on lattice theory aimed at data analysis and knowledge …

Survey and open problems in privacy-preserving knowledge graph: merging, query, representation, completion, and applications

C Chen, F Zheng, J Cui, Y Cao, G Liu, J Wu… - International Journal of …, 2024 - Springer
Abstract Knowledge Graph (KG) has attracted more and more companies' attention for its
ability to connect different types of data in meaningful ways and support rich data services …

Pattern structures and concept lattices for data mining and knowledge processing

M Kaytoue, V Codocedo, A Buzmakov… - Machine Learning and …, 2015 - Springer
This article aims at presenting recent advances in Formal Concept Analysis (2010-2015),
especially when the question is dealing with complex data (numbers, graphs, sequences …

Anytime subgroup discovery in numerical domains with guarantees

A Belfodil, A Belfodil, M Kaytoue - … 2018, Dublin, Ireland, September 10–14 …, 2019 - Springer
Subgroup discovery is the task of discovering patterns that accurately discriminate a class
label from the others. Existing approaches can uncover such patterns either through an …

On pattern setups and pattern multistructures

A Belfodil, SO Kuznetsov, M Kaytoue - International Journal of …, 2020 - Taylor & Francis
Order and lattice theory provides convenient mathematical tools for pattern mining, in
particular for condensed irredundant representations of pattern spaces and their efficient …

[PDF][PDF] Pattern Structures and Their Morphisms.

L Lumpe, SE Schmidt - CLA, 2015 - ceur-ws.org
Projections of pattern structures don't always lead to pattern structures, however residual
projections and o-projections do. As a unifying approach, we introduce the notion of pattern …

Sofia: how to make FCA polynomial?

A Buzmakov, S Kuznetsov, A Napoli - … Conference on What can FCA do …, 2015 - dl.acm.org
In pattern mining, one of the most important problems is fighting exponential explosion of the
set of patterns. A typical solution is generating only a part of all patterns satisfying some …

[PDF][PDF] A Link between Pattern Structures and Random Forests.

T Krause, L Lumpe, SE Schmidt - CLA, 2020 - ceur-ws.org
CLA 2020, Proceedings of the Fifteenth International Conference on Concept Lattices and
Their Applications Page 1 A Link between Pattern Structures and Random Forests Tilo …

Document Classification via Stable Graph Patterns and Conceptual AMR Graphs

EG Parakal, E Dudyrev, SO Kuznetsov… - … Joint Conference on …, 2024 - Springer
This paper proposes an approach and an associated system based on pattern structures,
aimed at the classification of documents represented as graphs. The representation of …

Gradual discovery with closure structure of a concept lattice

T Makhalova, SO Kuznetsov, A Napoli - The 15th International …, 2020 - hal.science
An approximate discovery of closed itemsets is usually based on either setting a frequency
threshold or computing a sequence of projections. Both approaches, being incremental, do …