Decomposing the Persistent Homology Transform of Star-Shaped Objects
In this paper, we study the geometric decomposition of the degree-$0$ Persistent Homology Transform (PHT) as viewed as a persistence diagram bundle. We focus on star-shaped objects as they can be segmented into smaller, simpler regions known as ``sectors''. Algebraically, we demonstrate th...
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27.08.2024
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Abstract | In this paper, we study the geometric decomposition of the degree-$0$
Persistent Homology Transform (PHT) as viewed as a persistence diagram bundle.
We focus on star-shaped objects as they can be segmented into smaller, simpler
regions known as ``sectors''. Algebraically, we demonstrate that the degree-$0$
persistence diagram of a star-shaped object in $\mathbb{R}^2$ can be derived
from the degree-$0$ persistence diagrams of its sectors. Using this, we then
establish sufficient conditions for star-shaped objects in $\mathbb{R}^2$ so
that they have ``trivial geometric monodromy''. Consequently, the PHT of such a
shape can be decomposed as a union of curves parameterized by $S^1$, where the
curves are given by the continuous movement of each point in the persistence
diagrams that are parameterized by $S^{1}$. Finally, we discuss the current
challenges of generalizing these results to higher dimensions. |
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AbstractList | In this paper, we study the geometric decomposition of the degree-$0$
Persistent Homology Transform (PHT) as viewed as a persistence diagram bundle.
We focus on star-shaped objects as they can be segmented into smaller, simpler
regions known as ``sectors''. Algebraically, we demonstrate that the degree-$0$
persistence diagram of a star-shaped object in $\mathbb{R}^2$ can be derived
from the degree-$0$ persistence diagrams of its sectors. Using this, we then
establish sufficient conditions for star-shaped objects in $\mathbb{R}^2$ so
that they have ``trivial geometric monodromy''. Consequently, the PHT of such a
shape can be decomposed as a union of curves parameterized by $S^1$, where the
curves are given by the continuous movement of each point in the persistence
diagrams that are parameterized by $S^{1}$. Finally, we discuss the current
challenges of generalizing these results to higher dimensions. |
Author | Giunti, Barbara McGuire, Sarah Hickok, Abigail Arya, Shreya Kanari, Lida Turner, Katharine |
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BackLink | https://doi.org/10.48550/arXiv.2408.14995$$DView paper in arXiv |
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Snippet | In this paper, we study the geometric decomposition of the degree-$0$
Persistent Homology Transform (PHT) as viewed as a persistence diagram bundle.
We focus... |
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SubjectTerms | Mathematics - Algebraic Topology |
Title | Decomposing the Persistent Homology Transform of Star-Shaped Objects |
URI | https://arxiv.org/abs/2408.14995 |
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