Search Results - "Bobrowski, Omer"
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1
A universal null-distribution for topological data analysis
Published in Scientific reports (28-07-2023)“…One of the most elusive challenges within the area of topological data analysis is understanding the distribution of persistence diagrams arising from data…”
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2
Topology of random geometric complexes: a survey
Published in Journal of applied and computational topology (01-06-2018)“…In this expository article, we survey the rapidly emerging area of random geometric simplicial complexes. Random geometric complexes may be viewed as…”
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The topology of probability distributions on manifolds
Published in Probability theory and related fields (01-04-2015)“…Let P be a set of n random points in R d , generated from a probability measure on a m -dimensional manifold M ⊂ R d . In this paper we study the homology of U…”
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Cluster Persistence for Weighted Graphs
Published in Entropy (Basel, Switzerland) (26-11-2023)“…Persistent homology is a natural tool for probing the topological characteristics of weighted graphs, essentially focusing on their 0-dimensional homology…”
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Random Čech complexes on Riemannian manifolds
Published in Random structures & algorithms (01-05-2019)“…In this paper we study the homology of a random Čech complex generated by a homogeneous Poisson process in a compact Riemannian manifold M. In particular, we…”
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Homological connectivity in random Čech complexes
Published in Probability theory and related fields (01-08-2022)“…We study the homology of random Čech complexes generated by a homogeneous Poisson process. We focus on ‘homological connectivity’—the stage where the random…”
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Homological Percolation: The Formation of Giant k-Cycles
Published in International mathematics research notices (09-04-2022)“…Abstract In this paper we introduce and study a higher dimensional analogue of the giant component in continuum percolation. Using the language of algebraic…”
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Cycle Registration in Persistent Homology With Applications in Topological Bootstrap
Published in IEEE transactions on pattern analysis and machine intelligence (01-05-2023)“…We propose a novel approach for comparing the persistent homology representations of two spaces (or filtrations). Commonly used methods are based on numerical…”
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MAXIMALLY PERSISTENT CYCLES IN RANDOM GEOMETRIC COMPLEXES
Published in The Annals of applied probability (01-08-2017)“…We initiate the study of persistent homology of random geometric simplicial complexes. Our main interest is in maximally persistent cycles of degree-k in…”
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Advances in random topology
Published in Journal of applied and computational topology (01-10-2024)Get full text
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On the vanishing of homology in random Čech complexes
Published in Random structures & algorithms (01-08-2017)“…ABSTRACT We compute the homology of random Čech complexes over a homogeneous Poisson process on the d‐dimensional torus, and show that there are, coarsely, two…”
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Topological consistency via kernel estimation
Published in Bernoulli : official journal of the Bernoulli Society for Mathematical Statistics and Probability (01-02-2017)“…We introduce a consistent estimator for the homology (an algebraic structure representing connected components and cycles) of level sets of both density and…”
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Functional central limit theorems for local statistics of spatial birth–death processes in the thermodynamic regime
Published in The Annals of applied probability (01-10-2023)“…We present normal approximation results at the process level for local functionals defined on dynamic Poisson processes in Rd. The dynamics we study here are…”
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14
Poisson process approximation under stabilization and Palm coupling
Published in Annales Henri Lebesgue (16-12-2022)Get full text
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15
Probabilistic convergence and stability of random mapper graphs
Published in Journal of applied and computational topology (01-03-2021)“…We study the probabilistic convergence between the mapper graph and the Reeb graph of a topological space X equipped with a continuous function f : X → R . We…”
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Alarm Sound Detection Using Topological Signal Processing
Published in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (23-05-2022)“…We present a novel approach to alarm sound detection using topological data analysis. Our main focus is on proposing a new set of robust features, based on…”
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Conference Proceeding -
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Crackle: The Homology of Noise
Published in Discrete & computational geometry (01-12-2014)“…We study the homology of simplicial complexes built via deterministic rules from a random set of vertices. In particular, we show that, depending on the…”
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On the spectrum of dense random geometric graphs
Published in The Annals of applied probability (01-06-2022)“…In this paper we study the spectrum of the random geometric graph G(n,r), in a regime where the graph is dense and highly connected. In the Erdős–Rényi G(n,p)…”
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Universality in Random Persistent Homology and Scale-Invariant Functionals
Published 08-06-2024“…In this paper, we prove a universality result for the limiting distribution of persistence diagrams arising from geometric filtrations over random point…”
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Morse Theory for the k-NN Distance Function
Published 19-03-2024“…We study the $k$-th nearest neighbor distance function from a finite point-set in $\mathbb{R}^d$. We provide a Morse theoretic framework to analyze the…”
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