Title: The Persistent Topology of Optimal Transport Based Metric Thickenings
Speaker: Qingsong Wang (Ohio State University)
Abstract: A metric thickening of a given metric space X is any metric space admitting an isometric embedding of X. Thickenings have found use in applications of topology to data analysis, where one may approximate the shape of a dataset via the persistent homology of an increasing sequence of spaces. We introduce two new families of metric thickenings, the p-Vietoris–Rips and p-Čech metric thickenings for any p between 1 and infinity, which include all measures on X whose p-diameter or p-radius is bounded from above, equipped with an optimal transport metric. These families recover the previously studied Vietoris–Rips and Čech metric thickenings when p is infinity. As our main contribution, we prove a stability theorem for the persistent homology of p-Vietoris–Rips and p-Čech metric thickenings, which is novel even in the case p is infinity. In the specific case p equals 2, we prove a Hausmann-type theorem for thickenings of manifolds, and we derive the complete list of homotopy types of the 2-Vietoris–Rips thickenings of the sphere as the scale increases. This is joint work with Henry Adams, Facundo Mémoli and Michael Moy.
The Persistent Topology of Optimal Transport Based Metric Thickenings
October 5, 2021
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2021-10-05 15:00:00
2021-10-05 16:00:00
The Persistent Topology of Optimal Transport Based Metric Thickenings
Title: The Persistent Topology of Optimal Transport Based Metric Thickenings
Speaker: Qingsong Wang (Ohio State University)
Abstract: A metric thickening of a given metric space X is any metric space admitting an isometric embedding of X. Thickenings have found use in applications of topology to data analysis, where one may approximate the shape of a dataset via the persistent homology of an increasing sequence of spaces. We introduce two new families of metric thickenings, the p-Vietoris–Rips and p-Čech metric thickenings for any p between 1 and infinity, which include all measures on X whose p-diameter or p-radius is bounded from above, equipped with an optimal transport metric. These families recover the previously studied Vietoris–Rips and Čech metric thickenings when p is infinity. As our main contribution, we prove a stability theorem for the persistent homology of p-Vietoris–Rips and p-Čech metric thickenings, which is novel even in the case p is infinity. In the specific case p equals 2, we prove a Hausmann-type theorem for thickenings of manifolds, and we derive the complete list of homotopy types of the 2-Vietoris–Rips thickenings of the sphere as the scale increases. This is joint work with Henry Adams, Facundo Mémoli and Michael Moy.
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2021-10-05 16:00:00
2021-10-05 17:00:00
The Persistent Topology of Optimal Transport Based Metric Thickenings
Title: The Persistent Topology of Optimal Transport Based Metric Thickenings
Speaker: Qingsong Wang (Ohio State University)
Abstract: A metric thickening of a given metric space X is any metric space admitting an isometric embedding of X. Thickenings have found use in applications of topology to data analysis, where one may approximate the shape of a dataset via the persistent homology of an increasing sequence of spaces. We introduce two new families of metric thickenings, the p-Vietoris–Rips and p-Čech metric thickenings for any p between 1 and infinity, which include all measures on X whose p-diameter or p-radius is bounded from above, equipped with an optimal transport metric. These families recover the previously studied Vietoris–Rips and Čech metric thickenings when p is infinity. As our main contribution, we prove a stability theorem for the persistent homology of p-Vietoris–Rips and p-Čech metric thickenings, which is novel even in the case p is infinity. In the specific case p equals 2, we prove a Hausmann-type theorem for thickenings of manifolds, and we derive the complete list of homotopy types of the 2-Vietoris–Rips thickenings of the sphere as the scale increases. This is joint work with Henry Adams, Facundo Mémoli and Michael Moy.
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public