activity
20122026
most citedPoincaré and logarithmic Sobolev inequalities by decomposition of the energy landscape

74 citations · 136 across the 21 of their papers we have counts for

collaborators

26 papers

math.ST2026

A Sharp Signal-to-Noise Threshold for Quasi-Maximum Likelihood Breakpoint Estimation

Hubeyb Gurdogan, Georg Menz

We establish a sharp pathwise signal-to-noise criterion for quasi-maximum-likelihood (QML) estimation of a dominant breakpoint in the second-moment structure of a multivariate time…

q-fin.PM2025

Non-conservative optimal transport

Gabriela Kováčová, Georg Menz, Niket Patel

Motivated by optimal re-balancing of a portfolio, we formalize an optimal transport problem in which the transported mass is scaled by a mass-change factor depending on the source…

cs.LG2020

Applications of Online Nonnegative Matrix Factorization to Image and Time-Series Data

Hanbaek Lyu, Georg Menz, Deanna Needell +1

Online nonnegative matrix factorization (ONMF) is a matrix factorization technique in the online setting where data are acquired in a streaming fashion and the matrix factors are u…

math.PR2020

Hydrodynamic limit of the Kawasaki dynamics on the 1D-lattice with strong, finite-range interaction

Younghak Kwon, Georg Menz, Kyeongsik Nam

We derive the hydrodynamic limit of the Kawasaki dynamics for the one-dimensional conservative system of unbounded real-valued spins with arbitrary strong, quadratic and finite-ran…

cs.LG2020★ 3 cited

COVID-19 Time-series Prediction by Joint Dictionary Learning and Online NMF

Hanbaek Lyu, Christopher Strohmeier, Georg Menz +1

Predicting the spread and containment of COVID-19 is a challenge of utmost importance that the broader scientific community is currently facing. One of the main sources of difficul…

math.PR2019★ 1 cited

Equivalence of the grand canonical ensemble and the canonical ensemble on 1d-lattice systems

Younghak Kwon, Jaehun Lee, Georg Menz

We consider a one-dimensional lattice system of unbounded, real-valued spins with arbitrary strong, quadratic, finite-range interaction. We show the equivalence of the grand canoni…

math.PR2019

Deducing a variational principle with minimal a priori assumptions

Andrew Krieger, Georg Menz, Martin Tassy

We study the well-known variational and large deviation principle for graph homomorphisms from to . We provide a robust method to deduce those principles…

math.PR2019

Metastability in a continuous mean-field model at low temperature and strong interaction

Kaveh Bashiri, Georg Menz

We consider a system of mean-field interacting stochastic differential equations that are driven by a single-site potential of double-well form and by Brownian…

math.PR2018★ 1 cited

Ergodicity of the infinite swapping algorithm at low temperature

Georg Menz, André Schlichting, Wenpin Tang +1

Sampling Gibbs measures at low temperatures is an important task but computationally challenging. Numerical evidence suggests that the infinite-swapping algorithm (isa) is a promis…

math.PR2018★ 3 cited

Toward a quantitative theory of the hydrodynamic limit

Deniz Dizdar, Georg Menz, Felix Otto +1

This article provides non-trivial technical ingredients for the article "The quantitative hydrodynamic limit of the Kawasaki dynamics" by the same authors. In that work a quantitat…

math.PR2018

The quantitative hydrodynamic limit of the Kawasaki dynamics

Deniz Dizdar, Georg Menz, Felix Otto +1

We derive for the first time in the literature a rate of convergence in the hydrodynamic limit of the Kawasaki dynamics for a one-dimensional lattice system. We use an adaptation o…

math.PR2018

Uniform LSI for the canonical ensemble on the 1d-lattice with strong, finite-range interaction

Younghak Kwon, Georg Menz

We consider a one-dimensional lattice system of unbounded, real-valued spins with arbitrary strong, quadratic, finite-range interaction. We show that the canonical ensemble (ce) sa…

math.PR2018★ 6 cited

Decay of correlations and uniqueness of the infinite-volume Gibbs measure of the canonical ensemble of 1d-lattice systems

Younghak Kwon, Georg Menz

We consider a one-dimensional lattice system of unbounded, real-valued spins with arbitrary strong, quadratic, finite-range interaction. We show the equivalence of correlations of…

math.PR2017

Homogenization of the variational principle for discrete random maps

Andrew Krieger, Georg Menz, Martin Tassy

We consider homogenization of random surfaces and study the variational principle for graph homomorphisms from subsets of into , where the underlying uni…

math.PR2017★ 4 cited

Strict convexity of the free energy of the canonical ensemble under decay of correlations

Younghak Kwon, Georg Menz

We consider a one-dimensional lattice system of unbounded, real-valued spins. We allow arbitrary strong, attractive, nearest-neighbor interaction. We show that the free energy of t…

math.CO2016★ 4 cited

A robust quantitative local central limit theorem with applications to enumerative combinatorics and random combinatorial structures

Stephen DeSalvo, Georg Menz

A useful heuristic in the understanding of large random combinatorial structures is the Arratia-Tavare principle, which describes an approximation to the joint distribution of comp…

math.PR2016

A variational principle for a non-integrable model

Georg Menz, Martin Tassy

We develop a new robust technique to deduce variance principles for non-integrable discrete systems. To illustrate this technique, we show the existence of a variational principle…

math.PR2016

Ricci curvature bounds for weakly interacting Markov chains

Matthias Erbar, Christopher Henderson, Georg Menz +1

We establish a general perturbative method to prove entropic Ricci curvature bounds for interacting stochastic particle systems. We apply this method to obtain curvature bounds in…

math.PR2014

Equivalence of a mixing condition and the LSI in spin systems with infinite range interaction

Christopher Henderson, Georg Menz

We investigate unbounded continuous spin-systems with infinite-range interactions. We develop a new technique for deducing decay of correlations from a uniform Poincaré inequality…

math.PR2014★ 4 cited

Hydrodynamic limit for conservative spin systems with super-quadratic, partially inhomogeneous single-site potential

Max Fathi, Georg Menz

We consider an interacting unbounded spin system, with conservation of the mean spin. We derive quantitative rates of convergence to the hydrodynamic limit provided the single-site…

math.PR2014

Approximate tensorization of entropy at high temperature

Pietro Caputo, Georg Menz, Prasad Tetali

We show that for weakly dependent random variables the relative entropy functional satisfies an approximate version of the standard tensorization property which holds in the indepe…

math.PR2014

A Brascamp-Lieb type covariance estimate

Georg Menz

In this article, we derive a new covariance estimate. The estimate has a similar structure as the Brascamp-Lieb inequality and is optimal for ferromagnetic Gaussian measures. It ca…

math.PR2013★ 12 cited

Decay of correlations in 1D lattice systems of continuous spins and long-range interaction

Georg Menz, Robin Nittka

We consider an one-dimensional lattice system of unbounded and continuous spins. The Hamiltonian consists of a perturbed strictly-convex single-site potential and with longe-range…

math.PR2013★ 2 cited

The approach of Otto-Reznikoff revisited

Georg Menz

In this article we consider a lattice system of unbounded continuos spins. Otto & Reznikoff used the two-scale approach to show that exponential decay of correlations yields a loga…