Rises for Measuring Local Distributivity in Lattices

Fuente: arXiv
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Hauptverfasser: Abdulla, Mohammad, Hille, Tobias, Dürrschnabel, Dominik, Stumme, Gerd
Format: Preprint
Veröffentlicht: 2025
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_version_ 1866912456161361920
author Abdulla, Mohammad
Hille, Tobias
Dürrschnabel, Dominik
Stumme, Gerd
author_facet Abdulla, Mohammad
Hille, Tobias
Dürrschnabel, Dominik
Stumme, Gerd
contents Distributivity is a well-established and extensively studied notion in lattice theory. In the context of data analysis, particularly within Formal Concept Analysis (FCA), lattices are often observed to exhibit a high degree of distributivity. However, no standardized measure exists to quantify this property. In this paper, we introduce the notion of rises in (concept) lattices as a means to assess distributivity. Rises capture how the number of attributes or objects in covering concepts change within the concept lattice. We show that a lattice is distributive if and only if no non-unit rises occur. Furthermore, we relate rises to the classical notion of meet- and join distributivity. We observe that concept lattices from real-world data are to a high degree join-distributive, but much less meet-distributive. We additionally study how join-distributivity manifests on the level of ordered sets.
format Preprint
id arxiv_https___arxiv_org_abs_2506_23168
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Rises for Measuring Local Distributivity in Lattices
Abdulla, Mohammad
Hille, Tobias
Dürrschnabel, Dominik
Stumme, Gerd
Artificial Intelligence
Discrete Mathematics
Combinatorics
Rings and Algebras
06B99
G.2.1
Distributivity is a well-established and extensively studied notion in lattice theory. In the context of data analysis, particularly within Formal Concept Analysis (FCA), lattices are often observed to exhibit a high degree of distributivity. However, no standardized measure exists to quantify this property. In this paper, we introduce the notion of rises in (concept) lattices as a means to assess distributivity. Rises capture how the number of attributes or objects in covering concepts change within the concept lattice. We show that a lattice is distributive if and only if no non-unit rises occur. Furthermore, we relate rises to the classical notion of meet- and join distributivity. We observe that concept lattices from real-world data are to a high degree join-distributive, but much less meet-distributive. We additionally study how join-distributivity manifests on the level of ordered sets.
title Rises for Measuring Local Distributivity in Lattices
topic Artificial Intelligence
Discrete Mathematics
Combinatorics
Rings and Algebras
06B99
G.2.1
url https://arxiv.org/abs/2506.23168