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.
Authors
- Jesús Medina (ORCID: https://orcid.org/0000-0002-3931-5873)
- Eloísa Ramírez‐Poussa (ORCID: https://orcid.org/0000-0002-2391-5217)
- Roberto G. Aragón (ORCID: https://orcid.org/0000-0002-8927-5945)
Institutions
- Universidad de Cádiz (ES)
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