Fri, 07 Mar 2025
15:00
L4

Central limit theorems and the smoothed bootstrap in topological data analysis

Johannes Krebs
(Katholische Universitat Eichstätt-Ingolstadt)

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Abstract
We study central limit theorems for persistent Betti numbers and the Euler characteristic of random simplicial complexes built from Poisson and Binomial processes in the critical regime. The approach relies on the idea of stabilizing functionals and dates back to Kesten and Lee (1996) as well as Penrose and Yukich (2001).
However, in many situations such limit theorems prove difficult to use in practice, motivating the use of a bootstrap approach, a resampling technique in mathematical statistics. To this end, we investigate multivariate bootstrap procedures for general stabilizing statistics with a specific focus on the application to topological data analysis. We show that a smoothed bootstrap procedure gives a consistent estimation. Specific statistics considered for the bootstrap include persistent Betti numbers and Euler characteristics of Čech and Vietoris-Rips complexes.
Fri, 07 Feb 2025
15:00
L4

Decomposing Multiparameter Persistence Modules

Jan Jendrysiak
(TU Graz)

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Abstract

Dey and Xin (J. Appl.Comput.Top. 2022) describe an algorithm to decompose finitely presented multiparameter persistence modules using a matrix reduction algorithm. Their algorithm only works for modules whose generators and relations are distinctly graded. We extend their approach to work on all finitely presented modules and introduce several improvements that lead to significant speed-ups in practice.


Our algorithm is FPT with respect to the maximal number of relations with the same degree and with further optimisation we obtain an O(n3) algorithm for interval-decomposable modules. As a by-product to the proofs of correctness we develop a theory of parameter restriction for persistence modules. Our algorithm is implemented as a software library aida which is the first to enable the decomposition of large inputs.

This is joint work with Tamal Dey and Michael Kerber.

Fri, 14 Feb 2025
15:00
L4

Distance-from-flat persistent homology transforms

Nina Otter
(Inria Saclay)

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Abstract
The persistent homology transform (PHT) was introduced in the field of Topological Data Analysis about 10 years ago, and has since been proven to be a very powerful descriptor of Euclidean shapes. The PHT consists of scanning a shape from all possible directions and then computing the persistent homology of sublevel set filtrations of the respective height functions; this results in a sufficient and continuous descriptor of Euclidean shapes. 
 
In this talk I will introduce a generalisation of the PHT in which we consider arbitrary parameter spaces and sublevel-set filtrations with respect to any function. In particular, we study transforms, defined on the Grassmannian AG(m,n) of affine subspaces of n-dimensional Euclidean space, which allow to scan a shape by probing it with all possible affine m-dimensional subspaces P, for fixed dimension m, and by then computing persistent homology of sublevel-set filtrations of the function encoding the distance from the flat P. We call such transforms "distance-from-flat PHTs". I will discuss how these transforms generalise known examples, how they are sufficient descriptors of shapes and finally present their computational advantages over the classical persistent homology transform introduced by Turner-Mukherjee-Boyer. 
Wed, 12 Mar 2025
11:00
L4

Uniqueness of Dirichlet operators related to stochastic quantisation for the exp(φ)_{2}-model

Hiroshi Kawabi
(Keio University)
Abstract

In this talk, we consider Dirichlet forms related to stochastic quantisation for the exp(φ)_{2}-model on the torus. We show strong uniqueness of the corresponding Dirichlet operators by applying an idea of (singular) SPDEs. This talk is based on ongoing joint work with Hirotatsu Nagoji (Kyoto University).

Wed, 05 Mar 2025
11:00
L4

Scaling limits of stochastic transport equations on manifolds

Wei Huang
(Freie Universität Berlin)
Abstract

In this talk, I will present the generalization of scaling limit results for stochastic transport equations on torus by Flandoli, Galeati and Luo, to compact manifolds. We consider the stochastic transport equations driven by colored space-time noise(smooth in space, white in time) on a compact Riemannian manifold without boundary. Then we study the scaling limits of stochastic transport equations, tuning the noise in such a way that the space covariance of the noise on the diagonal goes to identity matrix but the covariance operator itself goes to zero, which includes the large scale analysis regime with diffusive scaling.

We obtain different scaling limits depending on the initial data. With space white noise as initial data, the solutions converge in distribution to the solution of a stochastic heat equation with additive noise. With square integrable initial data, the solutions of transport equation converge to the solution of the deterministic heat equation, and we give quantitative estimates on the convergence rate.

Wed, 26 Feb 2025
11:00
L4

Nonlinear rough Fokker--Planck equations

Fabio Bugini
(Technische Universitat Berlin)
Abstract

We present an existence and uniqueness result for nonlinear Fokker--Planck equations driven by rough paths. These equations describe the evolution of the probability distributions associated with McKean--Vlasov stochastic dynamics under (rough) common noise.  A key motivation comes from the study of interacting particle systems with common noise, where the empirical measure converges to a solution of such a nonlinear equation. 
Our approach combines rough path theory and the stochastic sewing techniques with Lions' differential calculus on Wasserstein spaces.

This is joint work with Peter K. Friz and Wilhelm Stannat.

Wed, 19 Feb 2025
11:00
L4

A new take on ergodicity of the stochastic 2D Navier-Stokes equations

Dr Jonas Tölle
(Aalto University)
Abstract

We establish general conditions for stochastic evolution equations with locally monotone drift and degenerate additive Lévy noise in variational formulation resulting in the existence of a unique invariant probability measure for the associated ergodic Markovian Feller semigroup. We prove improved moment estimates for the solutions and the e-property of the semigroup. Examples include the stochastic incompressible 2D Navier-Stokes equations, shear thickening stochastic power-law fluid equations, the stochastic heat equation, as well as, stochastic semilinear equations such as the 1D stochastic Burgers equation.

Joint work with Gerardo Barrera (IST Lisboa), https://arxiv.org/abs/2412.01381

Tue, 04 Feb 2025

14:00 - 15:00
L4

Normal covering numbers for groups and connections to additive combinatorics

Sean Eberhard
(University of Warwick)
Abstract

The normal covering number $\gamma(G)$ of a finite group $G$ is the minimal size of a collection of proper subgroups whose conjugates cover the group. This definition is motivated by number theory and related to the concept of intersective polynomials. For the symmetric and alternating groups we will see how these numbers are closely connected to some elementary (as in "relating to basic concepts", not "easy") problems in additive combinatorics, and we will use this connection to better understand the asymptotics of $\gamma(S_n)$ and $\gamma(A_n)$ as $n$ tends to infinity.

Mon, 24 Feb 2025
16:30
L4

Stability of positive radial steady states for the parabolic Henon-Lane-Emden system

Paschalis Karageorgis
(Trinity College Dublin)
Abstract

When it comes to the nonlinear heat equation u_t - \Delta u = u^p, a sharp condition for the stability of positive radial steady states was derived in the classical paper by Gui, Ni and Wang.  In this talk, I will present some recent joint work with Daniel Devine that focuses on a more general system of reaction-diffusion equations (which is also also known as the parabolic Henon-Lane-Emden system).  We obtain a sharp condition that determines the stability of positive radial steady states, and we also study the separation property of these solutions along with their asymptotic behaviour at infinity.

Fri, 24 Jan 2025
15:00
L4

Efficient computation of the persistent homology of Rips complexes

Katharine Turner
(Australian National University)

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Abstract

Given a point cloud in Euclidean space and a fixed length scale, we can create simplicial complexes (called Rips complexes) to represent that point cloud using the pairwise distances between the points. By tracking how the homology classes evolve as we increase that length scale, we summarise the topology and the geometry of the “shape” of the point cloud in what is called the persistent homology of its Rips filtration. A major obstacle to more widespread take up of persistent homology as a data analysis tool is the long computation time and, more importantly, the large memory requirements needed to store the filtrations of Rips complexes and compute its persistent homology. We bypass these issues by finding a “Reduced Rips Filtration” which has the same degree-1 persistent homology but with dramatically fewer simplices.

The talk is based off joint work is with Musashi Koyama, Facundo Memoli and Vanessa Robins.

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