mlsanityData to 13 Oct 2026

DimFlux: Force-Directed Additive Line Diagrams

arXiv 2603.16366 ↗First posted 17 Mar 2026cs.CGcited by 1

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Abstract (arXiv)

The visualization of concept lattices is a central problem in the field of Formal Concept Analysis. Force-directed algorithms, as popular in graph drawing, are a promising approach, treating lattice diagrams as physical models, optimizing node positions based on forces derived from the lattice structure. We build on the work of Zschalig, who, however, limited himself to attribute-additive diagrams. We use a more general additivity, in which both the attributes and the objects contribute to the positions of the concept nodes. We replace the planarity enhancer used by Zschalig to obtain a starting diagram for force-directed optimization with the DimDraw algorithm, which generates structured order diagrams on its own. The combination results in DimFlux, an algorithm that leverages the advantages of DimDraw but generates additive diagrams in which readability is increased by maximizing the conflict distance between nodes and non-incident edges.

Key facts. Cited by 1 paper in the map (data through 13 Oct 2026). First posted on arXiv 17 Mar 2026.

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