Next Priority Concept: A new and generic algorithm computing concepts from complex and heterogeneous data

December 20, 2019 Β· Declared Dead Β· πŸ› Theoretical Computer Science

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Authors Christophe Demko, Karell Bertet, Cyril Faucher, Jean-FranΓ§ois Viaud, SergeΓ― Kuznetsov arXiv ID 1912.11038 Category cs.AI: Artificial Intelligence Citations 12 Venue Theoretical Computer Science Last Checked 4 months ago
Abstract
In this article, we present a new data type agnostic algorithm calculating a concept lattice from heterogeneous and complex data. Our NextPriorityConcept algorithm is first introduced and proved in the binary case as an extension of Bordat's algorithm with the notion of strategies to select only some predecessors of each concept, avoiding the generation of unreasonably large lattices. The algorithm is then extended to any type of data in a generic way. It is inspired from pattern structure theory, where data are locally described by predicates independent of their types, allowing the management of heterogeneous data.
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