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On the Cayley-persistence algebra
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In this paper, we introduce a persistent (co)homology theory for Cayley digraph grading. We give the algebraic structures of Cayley-persistence object. Specifically, we consider the module structure of persistent (co)homology and show the decomposition of a finitely generated Cayley-persistence module. Moreover, we introduce the persistence-cup product on the Cayley-persistence module and study the twisted structure with respect to the persistence-cup product. As an application on manifolds, we show that the persistent (co)homology is closely related to the persistent map of fundamental classes.
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Topological Data Analysis and Topological Deep Learning Beyond Persistent Homology -- A Review
A survey organizing recent TDA and TDL methods beyond persistent homology and connecting them to data structures and vectorization.
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