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Geometry of Data

Topological data analysis asks when balls in a metric space $(X,d)$ intersect. Geometric data analysis asks how much balls have to be enlarged to intersect. We connect this principle to the traditional core geometric concept of curvature. This enables us, on one hand, to reconceptualize curvature and link it to the geometric notion of hyperconvexity. On the other hand, we can then also understand methods of topological data analysis from a geometric perspective.

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Related contextCo-authorshipRelated contextAuthorshipAuthorshipTopic signalTopic signalTopic signalWGeometry of Datapreprint / 2022AParvaneh JoharinadResearcherAJürgen JostResearcherTMachine Learning49008 worksTmath.DG4490 worksTmath.MG1407 works
PaperSignal 105 links

Geometry of Data

preprint / 2022

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