Independent subcontexts and blocks of concept lattices. Definitions and relationships to decompose fuzzy contexts

The decomposition of datasets is a useful mechanism in the processing of large datasets and it is required in many cases. In formal concept analysis (FCA), the dataset is interpreted as a context and the notion of independent context is relevant in the decomposition of a context. In this paper, we have introduced a formal definition of independent context within the multi-adjoint concept lattice framework, which can be translated to other fuzzy approaches. Furthermore, we have analyzed the decomposition of a general bounded lattice in pieces, that we have called blocks. This decomposition of a lattice has been related to the existence of a decomposition of a context into independent subcontexts. This study will allow to develop algorithms to decompose datasets with imperfect information.

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Publication Details

Journal
Fuzzy Sets and Systems
Published
2025-02-28
DOI
https://doi.org/10.1016/j.fss.2025.109345
Citations
1
Primary Topic
Rough Sets and Fuzzy Logic
Type
article
Field-Weighted Citation Impact
1.50
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article

Independent subcontexts and blocks of concept lattices. Definitions and relationships to decompose fuzzy contexts

Jesús Medina, Eloísa Ramírez‐Poussa, Roberto G. Aragón
1 citations
Fuzzy Sets and Systems
Rough Sets and Fuzzy Logic
1.50
article

Independent subcontexts and blocks of concept lattices. Definitions and relationships to decompose fuzzy contexts

Jesús Medina, Eloísa Ramírez‐Poussa, Roberto G. Aragón
article en
1 citations

Abstract

The decomposition of datasets is a useful mechanism in the processing of large datasets and it is required in many cases. In formal concept analysis (FCA), the dataset is interpreted as a context and the notion of independent context is relevant in the decomposition of a context. In this paper, we have introduced a formal definition of independent context within the multi-adjoint concept lattice framework, which can be translated to other fuzzy approaches. Furthermore, we have analyzed the decomposition of a general bounded lattice in pieces, that we have called blocks. This decomposition of a lattice has been related to the existence of a decomposition of a context into independent subcontexts. This study will allow to develop algorithms to decompose datasets with imperfect information.

Fuzzy Sets and SystemsVol. 509
Universidad de Cádiz (ES)
Climate action
Openalex Percentile: Top 19%
Rough Sets and Fuzzy Logic
1.50
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