Axel Munk

Orcid: 0000-0002-9181-9331

According to our database1, Axel Munk authored at least 40 papers between 2004 and 2023.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

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Bibliography

2023
The Ultrametric Gromov-Wasserstein Distance.
Discret. Comput. Geom., December, 2023

Statistical Analysis of Random Objects Via Metric Measure Laplacians.
SIAM J. Math. Data Sci., June, 2023

A scalable clustering algorithm to approximate graph cuts.
CoRR, 2023

Quick Adaptive Ternary Segmentation: An Efficient Decoding Procedure For Hidden Markov Models.
CoRR, 2023

2022
Randomized Wasserstein Barycenter Computation: Resampling with Statistical Guarantees.
SIAM J. Math. Data Sci., 2022

Statistical Methods for Minimax Estimation in Linear Models with Unknown Design Over Finite Alphabets.
SIAM J. Math. Data Sci., 2022

Towards quantitative super-resolution microscopy: Molecular maps with statistical guarantees.
CoRR, 2022

Limit laws for empirical optimal solutions in random linear programs.
Ann. Oper. Res., 2022

2021
Colocalization for super-resolution microscopy via optimal transport.
Nat. Comput. Sci., 2021

Multiple haplotype reconstruction from allele frequency data.
Nat. Comput. Sci., 2021

Minimax detection of localized signals in statistical inverse problems.
CoRR, 2021

2020
Empirical Regularized Optimal Transport: Statistical Theory and Applications.
SIAM J. Math. Data Sci., 2020

Optimistic search strategy: Change point detection for large-scale data via adaptive logarithmic queries.
CoRR, 2020

Variational Multiscale Nonparametric Regression: Algorithms and Implementation.
Algorithms, 2020

2019
Optimal Transport: Fast Probabilistic Approximation with Exact Solvers.
J. Mach. Learn. Res., 2019

2018
Computational Strategies for Statistical Inference Based on Empirical Optimal Transport.
Proceedings of the 2018 IEEE Data Science Workshop, 2018

2017
Identifiability for Blind Source Separation of Multiple Finite Alphabet Linear Mixtures.
IEEE Trans. Inf. Theory, 2017

Kernel Partial Least Squares for Stationary Data.
J. Mach. Learn. Res., 2017

Persistence Barcodes Versus Kolmogorov Signatures: Detecting Modes of One-Dimensional Signals.
Found. Comput. Math., 2017

2016
Limit laws of the empirical Wasserstein distance: Gaussian distributions.
J. Multivar. Anal., 2016

2015
Security Considerations in Minutiae-Based Fuzzy Vaults.
IEEE Trans. Inf. Forensics Secur., 2015

2014
Persistent Homology meets Statistical Inference - A Case Study: Detecting Modes of One-Dimensional Signals.
CoRR, 2014

Multiscale DNA partitioning: statistical evidence for segments.
Bioinform., 2014

Justifying Tensor-Driven Diffusion from Structure-Adaptive Statistics of Natural Images.
Proceedings of the Energy Minimization Methods in Computer Vision and Pattern Recognition, 2014

2013
Statistical Multiresolution Estimation for Variational Imaging: With an Application in Poisson-Biophotonics.
J. Math. Imaging Vis., 2013

2012
Locally adaptive image denoising by a statistical multiresolution criterion.
Comput. Stat. Data Anal., 2012

2011
Modeling the Growth of Fingerprints Improves Matching for Adolescents.
IEEE Trans. Inf. Forensics Secur., 2011

Statistical Multiresolution Dantzig Estimation in Imaging: Fundamental Concepts and Algorithmic Framework.
CoRR, 2011

Statistical Analyses of Fingerprint Growth.
Proceedings of the BIOSIG 2011, 2011

2010
Intrinsic MANOVA for Riemannian Manifolds with an Application to Kendall's Space of Planar Shapes.
IEEE Trans. Pattern Anal. Mach. Intell., 2010

Improved Fingerprint Image Segmentation and Reconstruction of Low Quality Areas.
Proceedings of the 20th International Conference on Pattern Recognition, 2010

2009
Robust orientation field estimation and extrapolation using semilocal line sensors.
IEEE Trans. Inf. Forensics Secur., 2009

Iteratively Regularized Gauss-Newton Method for Nonlinear Inverse Problems with Random Noise.
SIAM J. Numer. Anal., 2009

Convergence Analysis of Generalized Iteratively Reweighted Least Squares Algorithms on Convex Function Spaces.
SIAM J. Optim., 2009

The Fuzzy Vault for Fingerprints is Vulnerable to Brute Force Attack.
Proceedings of the BIOSIG 2009, 2009

2008
Global Models for the Orientation Field of Fingerprints: An Approach Based on Quadratic Differentials.
IEEE Trans. Pattern Anal. Mach. Intell., 2008

2007
Convergence Rates of General Regularization Methods for Statistical Inverse Problems and Applications.
SIAM J. Numer. Anal., 2007

2005
Testing parametric assumptions on band- or time-limited signals under noise.
IEEE Trans. Inf. Theory, 2005

Testing general hypotheses under binomial sampling: the two sample case - asymptotic theory and exact procedures.
Comput. Stat. Data Anal., 2005

2004
Unconditional exact tests for the difference of binomial probabilities - contrasted and compared.
Comput. Stat. Data Anal., 2004


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