13,355 research outputs found

    Persistence modules with operators in Morse and Floer theory

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    We introduce a new notion of persistence modules endowed with operators. It encapsulates the additional structure on Floer-type persistence modules coming from the intersection product with classes in the ambient (quantum) homology, along with a few other geometric situations. We provide sample applications to the C0C^0-geometry of Morse functions and to Hofer's geometry of Hamiltonian diffeomorphisms, that go beyond spectral invariants and traditional persistent homology.Comment: 31 pages, 4 figure

    A Comparison Framework for Interleaved Persistence Modules

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    We present a generalization of the induced matching theorem and use it to prove a generalization of the algebraic stability theorem for R\mathbb{R}-indexed pointwise finite-dimensional persistence modules. Via numerous examples, we show how the generalized algebraic stability theorem enables the computation of rigorous error bounds in the space of persistence diagrams that go beyond the typical formulation in terms of bottleneck (or log bottleneck) distance

    The Theory of the Interleaving Distance on Multidimensional Persistence Modules

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    In 2009, Chazal et al. introduced ϵ\epsilon-interleavings of persistence modules. ϵ\epsilon-interleavings induce a pseudometric dId_I on (isomorphism classes of) persistence modules, the interleaving distance. The definitions of ϵ\epsilon-interleavings and dId_I generalize readily to multidimensional persistence modules. In this paper, we develop the theory of multidimensional interleavings, with a view towards applications to topological data analysis. We present four main results. First, we show that on 1-D persistence modules, dId_I is equal to the bottleneck distance dBd_B. This result, which first appeared in an earlier preprint of this paper, has since appeared in several other places, and is now known as the isometry theorem. Second, we present a characterization of the ϵ\epsilon-interleaving relation on multidimensional persistence modules. This expresses transparently the sense in which two ϵ\epsilon-interleaved modules are algebraically similar. Third, using this characterization, we show that when we define our persistence modules over a prime field, dId_I satisfies a universality property. This universality result is the central result of the paper. It says that dId_I satisfies a stability property generalizing one which dBd_B is known to satisfy, and that in addition, if dd is any other pseudometric on multidimensional persistence modules satisfying the same stability property, then d≤dId\leq d_I. We also show that a variant of this universality result holds for dBd_B, over arbitrary fields. Finally, we show that dId_I restricts to a metric on isomorphism classes of finitely presented multidimensional persistence modules.Comment: Major revision; exposition improved throughout. To appear in Foundations of Computational Mathematics. 36 page
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