Covariance-modulated optimal transport and gradient flows

M Burger, M Erbar, F Hoffmann, D Matthes… - Archive for Rational …, 2025 - Springer
We study a variant of the dynamical optimal transport problem in which the energy to be
minimised is modulated by the covariance matrix of the distribution. Such transport metrics …

On the ensemble Kalman inversion under inequality constraints

M Hanu, S Weissmann - Inverse Problems, 2024 - iopscience.iop.org
The ensemble Kalman inversion (EKI), a recently introduced optimisation method for solving
inverse problems, is widely employed for the efficient and derivative-free estimation of …

Metropolis-adjusted interacting particle sampling

B Sprungk, S Weissmann, J Zech - arXiv preprint arXiv:2312.13889, 2023 - arxiv.org
In recent years, various interacting particle samplers have been developed to sample from
complex target distributions, such as those found in Bayesian inverse problems. These …

Multilevel optimization for inverse problems

S Weissmann, A Wilson, J Zech - Conference on Learning …, 2022 - proceedings.mlr.press
Inverse problems occur in a variety of parameter identification tasks in engineering. Such
problems are challenging in practice, as they require repeated evaluation of computationally …

Dropout Ensemble Kalman inversion for high dimensional inverse problems

S Liu, S Reich, XT Tong - arXiv preprint arXiv:2308.16784, 2023 - arxiv.org
Ensemble Kalman inversion (EKI) is an ensemble-based method to solve inverse problems.
Its gradient-free formulation makes it an attractive tool for problems with involved …

Using systemic modeling and Bayesian calibration to investigate the role of the tumor microenvironment on chemoresistance

S Schönfeld, L Scarabosio, A Ozkan… - arXiv preprint arXiv …, 2023 - arxiv.org
Using a novel modeling approach based on the so-called environmental stress level (ESL),
we develop a mathematical model to describe systematically the collective influence of …

The Fundamental Subspaces of Ensemble Kalman Inversion

E Qian, C Beattie - arXiv preprint arXiv:2409.08862, 2024 - arxiv.org
Ensemble Kalman Inversion (EKI) methods are a family of iterative methods for solving
weighted least-squares problems, especially those arising in scientific and engineering …

Ensemble Kalman inversion for image guided guide wire navigation in vascular systems

M Hanu, J Hesser, G Kanschat, J Moviglia… - Journal of Mathematics …, 2024 - Springer
This paper addresses the challenging task of guide wire navigation in cardiovascular
interventions, focusing on the parameter estimation of a guide wire system using Ensemble …

[PDF][PDF] Environmental stress level a mathematical modeling framework to investigate the influence of the microenvironment on tumor cell survival

C Kuttler - 2023 - mediatum.ub.tum.de
This thesis presents a novel mathematical modeling approach: the so-called environmental
stress level (ESL). It describes the collective influence of the microenvironment on the …

Environmental stress level-a mathematical modeling framework to investigate the influence of the microenvironment on tumor cell survival

S Schönfeld - 2023 - mediatum.ub.tum.de
This thesis presents a novel mathematical modeling approach: the so-called environmental
stress level (ESL). It describes the collective influence of the microenvironment on the …