Axel Munk

Axel Munk

Georg-August-Universität Göttingen

H-index: 44

Europe-Germany

About Axel Munk

Axel Munk, With an exceptional h-index of 44 and a recent h-index of 27 (since 2020), a distinguished researcher at Georg-August-Universität Göttingen, specializes in the field of Mathematical Statistics, Computational Statistics, Statistics in Biophysics, Statistical Inverse Problems, Optimal Transport.

His recent articles reflect a diverse array of research interests and contributions to the field:

Analyzing cross-talk between superimposed signals: Vector norm dependent hidden Markov models and applications to ion channels

Robust inference of cooperative behaviour of multiple ion channels in voltage-clamp recordings

Limit distributions and sensitivity analysis for empirical entropic optimal transport on countable spaces

Distribution of distances based object matching: asymptotic inference

MultiMatch: Geometry-Informed Colocalization in Multi-Color Super-Resolution Microscopy

Nonlinear Inverse Optimal Transport: Identifiability of the Transport Cost from its Marginals and Optimal Values

Kantorovich–rubinstein distance and barycenter for finitely supported measures: Foundations and algorithms

Multiscale scanning with nuisance parameters

Axel Munk Information

University

Position

Felix Bernstein Professor for Mathematical Statistics and Max Planck Fellow

Citations(all)

7166

Citations(since 2020)

2993

Cited By

5697

hIndex(all)

44

hIndex(since 2020)

27

i10Index(all)

133

i10Index(since 2020)

81

Email

University Profile Page

Georg-August-Universität Göttingen

Google Scholar

View Google Scholar Profile

Axel Munk Skills & Research Interests

Mathematical Statistics

Computational Statistics

Statistics in Biophysics

Statistical Inverse Problems

Optimal Transport

Top articles of Axel Munk

Title

Journal

Author(s)

Publication Date

Analyzing cross-talk between superimposed signals: Vector norm dependent hidden Markov models and applications to ion channels

arXiv e-prints

Laura Jula Vanegas

Benjamin Eltzner

Daniel Rudolf

Miroslav Dura

Stephan E Lehnart

...

2021/3

Robust inference of cooperative behaviour of multiple ion channels in voltage-clamp recordings

arXiv preprint arXiv:2403.13197

Robin Requadt

Manuel Fink

Patrick Kubica

Claudia Steinem

Axel Munk

...

2024/3/19

Limit distributions and sensitivity analysis for empirical entropic optimal transport on countable spaces

The Annals of Applied Probability

Shayan Hundrieser

Marcel Klatt

Axel Munk

2024/2

Distribution of distances based object matching: asymptotic inference

Journal of the American Statistical Association

Christoph Alexander Weitkamp

Katharina Proksch

Carla Tameling

Axel Munk

2024/1/2

MultiMatch: Geometry-Informed Colocalization in Multi-Color Super-Resolution Microscopy

bioRxiv

Julia Naas

Giacomo Nies

Housen Li

Stefan Stoldt

Bernhard Schmitzer

...

2024

Nonlinear Inverse Optimal Transport: Identifiability of the Transport Cost from its Marginals and Optimal Values

arXiv preprint arXiv:2312.05843

Alberto González-Sanz

Michel Groppe

Axel Munk

2023/12/10

Kantorovich–rubinstein distance and barycenter for finitely supported measures: Foundations and algorithms

Applied Mathematics & Optimization

Florian Heinemann

Marcel Klatt

Axel Munk

2023/2

Multiscale scanning with nuisance parameters

arXiv preprint arXiv:2307.13301

Claudia König

Axel Munk

Frank Werner

2023/7/25

The Ultrametric Gromov–Wasserstein Distance

Discrete & Computational Geometry

Facundo Mémoli

Axel Munk

Zhengchao Wan

Christoph Weitkamp

2023/12

Towards unbiased fluorophore counting in superresolution fluorescence microscopy

Nanomaterials

Oskar Laitenberger

Timo Aspelmeier

Thomas Staudt

Claudia Geisler

Axel Munk

...

2023/1/23

Statistical analysis of random objects via metric measure Laplacians

SIAM Journal on Mathematics of Data Science

Gilles Mordant

Axel Munk

2023/6/30

Toward quantitative super-resolution microscopy: molecular maps with statistical guarantees

Microscopy

Katharina Proksch

Frank Werner

Jan Keller–Findeisen

Haisen Ta

Axel Munk

2023/11/21

Quick Adaptive Ternary Segmentation: An Efficient Decoding Procedure For Hidden Markov Models

arXiv preprint arXiv:2305.18578

Alexandre Mösching

Housen Li

Axel Munk

2023/5/29

Empirical optimal transport under estimated costs: Distributional limits and statistical applications

arXiv preprint arXiv:2301.01287

Shayan Hundrieser

Gilles Mordant

Christoph Alexander Weitkamp

Axel Munk

2023/1/3

R package stepR Multiscale change-point inference

Florian Pein

Axel Munk

2023/11/13

Vimentin intermediate filaments structure and mechanically support microtubules in cells

bioRxiv

Anna Blob

David Ventzke

Giacomo Nies

Jan Niklas Dühmert

Bernhard Schmitzer

...

2023

Minimax detection of localized signals in statistical inverse problems

Information and Inference: A Journal of the IMA

Markus Pohlmann

Frank Werner

Axel Munk

2023/9

Seeded binary segmentation: a general methodology for fast and optimal changepoint detection

Biometrika

Solt Kovács

Peter Bühlmann

Housen Li

Axel Munk

2023/3

A scalable clustering algorithm to approximate graph cuts

arXiv preprint arXiv:2308.09613

Leo Suchan

Housen Li

Axel Munk

2023/8/18

On the uniqueness of Kantorovich potentials

arXiv preprint arXiv:2201.08316

Thomas Staudt

Shayan Hundrieser

Axel Munk

2022/1/20

See List of Professors in Axel Munk University(Georg-August-Universität Göttingen)

Co-Authors

H-index: 63
Tim Friede

Tim Friede

Georg-August-Universität Göttingen

H-index: 55
Claudia Steinem

Claudia Steinem

Georg-August-Universität Göttingen

H-index: 41
Markus Haltmeier

Markus Haltmeier

Universität Innsbruck

H-index: 34
Lutz Duembgen

Lutz Duembgen

Universität Bern

H-index: 33
Thorsten Hohage

Thorsten Hohage

Georg-August-Universität Göttingen

H-index: 23
Stephan Huckemann

Stephan Huckemann

Georg-August-Universität Göttingen

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