Geometric Bounds for Persistence

التفاصيل البيبلوغرافية
العنوان: Geometric Bounds for Persistence
المؤلفون: Balitskiy, Alexey, Coskunuzer, Baris, Mémoli, Facundo
سنة النشر: 2024
المجموعة: Mathematics
مصطلحات موضوعية: Mathematics - Algebraic Topology, Mathematics - Metric Geometry
الوصف: In this paper, we bring a new perspective to persistent homology by incorporating key concepts from metric geometry. For a given compact subset $X$ of a Banach space $Y$, we study the topological features appearing in family $N_\bullet(X\subset Y)$ of nested of neighborhoods of $X$ in $Y$ and give several geometric bounds on their persistence (lifespans). First, we discuss the lifespans of these homology classes in terms of their filling radii in $Y$. By using this, we relate these lifespans to key invariants in metric geometry such as Urysohn width. Next, we bound these lifespans via $\ell^\infty$-principal components of the set $X$, which are also known as Kolmogorov widths. Furthermore, we introduce and study the notion of extinction time of a space $X$: the critical threshold after which there are no homological features alive in any degree. We also describe novel approaches on how to estimate \v{C}ech and Vietoris-Rips extinction times of a set $X$ by relating $X$ to its \"uber-contractible cores and to its tight span, respectively.
Comment: 47 pages, 4 figures
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2403.13980
رقم الأكسشن: edsarx.2403.13980
قاعدة البيانات: arXiv