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20052025
most citedPersistent Homology for Random Fields and Complexes

91 citations · 603 across the 31 of their papers we have counts for

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math.PR2025

Critical radii and suprema of random waves over Riemannian manifolds

Renjie Feng, Dong Yao, Robert J. Adler

We study random waves on smooth, compact, Riemannian manifolds under the spherical ensemble. Our first main result shows that there is a positive universal limit for the critical r…

math.PR2023

Central Limit Theorems for Local Functionals of Dynamic Point Processes

Efe Onaran, Omer Bobrowski, Robert J. Adler

We establish finite-dimensional central limit theorems for local, additive, interaction functions of temporally evolving point processes. The dynamics are those of a spatial Poisso…

math.PR2022

Functional Central Limit Theorems for Local Statistics of Spatial Birth-Death Processes in the Thermodynamic Regime

Efe Onaran, Omer Bobrowski, Robert J. Adler

We present normal approximation results at the process level for local functionals defined on dynamic Poisson processes in . The dynamics we study here are those of a…

math.PR2020

On the Spectrum of Dense Random Geometric Graphs

Kartick Adhikari, Robert J. Adler, Omer Bobrowski +1

In this paper we study the spectrum of the random geometric graph , in a regime where the graph is dense and highly connected. In the \erdren random graph it is we…

math.PR2017★ 4 cited

Critical radius and supremum of random spherical harmonics (II)

Renjie Feng, Xingcheng Xu, Robert J. Adler

We continue the study, begun in \cite{FA}, of the critical radius of embeddings, via deterministic spherical harmonics, of fixed dimensional spheres into higher dimensional ones, a…

math.PR2017★ 1 cited

Critical radius and supremum of random spherical harmonics

Renjie Feng, Robert J. Adler

We first consider {\it deterministic} immersions of the -dimensional sphere into high dimensional Euclidean spaces, where the immersion is via spherical harmonics of level .…

math.PR2015★ 2 cited

The Intrinsic Geometry of Some Random Manifolds

Sunder Ram Krishnan, Jonathan E. Taylor, Robert J. Adler

We study the a.s. convergence of a sequence of random embeddings of a fixed manifold into Euclidean spaces of increasing dimensions. We show that the limit is deterministic. As a c…

math.PR2015

A central limit theorem for the Euler integral of a Gaussian random field

Gregory Naitzat, Robert J. Adler

Euler integrals of deterministic functions have recently been shown to have a wide variety of possible applications, including in signal processing, data aggregation and network se…

math.PR2015★ 6 cited

Limit Theorems for Point Processes under Geometric Constraints (and Topological Crackle)

Takashi Owada, Robert J. Adler

We study the asymptotic nature of geometric structures formed from a point cloud of observations of (generally heavy tailed) distributions in a Euclidean space of dimension greater…

math.PR2015

On the evolution of topology in dynamic clique complexes

Gugan Thoppe, D. Yogeshwaran, Robert Adler

We consider a time varying analogue of the Erd{\H o}s-R{\' e}nyi graph and study the topological variations of its associated clique complex. The dynamics of the graph are stationa…

math.PR2015

Convergence of the Reach for a Sequence of Gaussian-Embedded Manifolds

Robert J. Adler, Sunder Ram Krishnan, Jonathan E. Taylor +1

Motivated by questions of manifold learning, we study a sequence of random manifolds, generated by embedding a fixed, compact manifold into Euclidean spheres of increasing dime…

math.PR2015★ 3 cited

Climbing down Gaussian peaks

Robert Adler, Gennady Samorodnitsky

How likely is the high level of a continuous Gaussian random field on an Euclidean space to have a "hole" of a certain dimension and depth? Questions of this type are difficult, bu…

math.PR2014★ 9 cited

Random geometric complexes in the thermodynamic regime

D. Yogeshwaran, Eliran Subag, Robert J. Adler

We consider the topology of simplicial complexes with vertices the points of a random point process and faces determined by distance relationships between the vertices. In particul…

math.PR2013★ 10 cited

Crackle: The Persistent Homology of Noise

Robert J. Adler, Omer Bobrowski, Shmuel Weinberger

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 randomness that generates t…

math.PR2012★ 38 cited

On the topology of random complexes built over stationary point processes

D. Yogeshwaran, Robert J. Adler

There has been considerable recent interest, primarily motivated by problems in applied algebraic topology, in the homology of random simplicial complexes. We consider the scenario…

math.PR2012★ 17 cited

On the existence of paths between points in high level excursion sets of Gaussian random fields

Robert J. Adler, Elina Moldavskaya, Gennady Samorodnitsky

The structure of Gaussian random fields over high levels is a well researched and well understood area, particularly if the field is smooth. However, the question as to whether or…

math.PR2011★ 13 cited

Rotation and scale space random fields and the Gaussian kinematic formula

Robert J. Adler, Eliran Subag, Jonathan E. Taylor

We provide a new approach, along with extensions, to results in two important papers of Worsley, Siegmund and coworkers closely tied to the statistical analysis of fMRI (functional…

math.PR2011

Distance Functions, Critical Points, and the Topology of Random Čech Complexes

Omer Bobrowski, Robert J. Adler

For a finite set of points in , the function measures Euclidean distance to the set . We study the number of critical points of when is a P…

math.PR2010★ 60 cited

Efficient Monte Carlo for high excursions of Gaussian random fields

Robert J. Adler, Jose H. Blanchet, Jingchen Liu

Our focus is on the design and analysis of efficient Monte Carlo methods for computing tail probabilities for the suprema of Gaussian random fields, along with conditional expectat…

math.PR2010★ 91 cited

Persistent Homology for Random Fields and Complexes

Robert J. Adler, Omer Bobrowski, Matthew S. Borman +2

We discuss and review recent developments in the area of applied algebraic topology, such as persistent homology and barcodes. In particular, we discuss how these are related to un…

math.PR2009★ 30 cited

High level excursion set geometry for non-Gaussian infinitely divisible random fields

Robert J. Adler, Gennady Samorodnitsky, Jonathan E. Taylor

We consider smooth, infinitely divisible random fields , , with regularly varying Levy measure, and are interested in the geometric characte…

math.PR2008

Global geometry under isotropic Brownian flows

Sreekar Vadlamani, Robert J. Adler

We consider global geometric properties of a codimension one manifold embedded in Euclidean space, as it evolves under an isotropic and volume preserving Brownian flow of diffeomor…

math.PR2008

Some New Random Field Tools for Spatial Analysis

Robert J Adler

This is a brief review, in relatively non-technical terms, of recent advances in the theory of random field geometry. These advances have provided a collection of explicit new form…

math.PR2007★ 5 cited

Excursion sets of stable random fields

Robert J. Adler, Gennady Samorodnitsky, Jonathan E. Taylor

Studying the geometry generated by Gaussian and Gaussian- related random fields via their excursion sets is now a well developed and well understood subject. The purely non-Gaussia…