Geometric and probabilistic limit theorems in topological data analysis (Q820915)
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| Language | Label | Description | Also known as |
|---|---|---|---|
| English | Geometric and probabilistic limit theorems in topological data analysis |
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Geometric and probabilistic limit theorems in topological data analysis (English)
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29 September 2021
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This work is in the framework of the probabilistic analysis of random finite point clouds in the context of topological data analysis. The authors extend the notion of a barcode of a finite point cloud to compact metric spaces. They especially prove that the barcodes of independent and identically distributed (i.i.d.) random variables sampled from a compact metric space converge to the barcode of the support of their distribution when the number of points goes to infinity.
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topological data analysis
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persistent homology
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topological manifolds
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probabilistic limit theorems
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barcodes
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