Axel Munk

Publication Activity (10 Years)

Years Active: 2004-2023
Publications (10 Years): 21

Top Topics

Statistics Of Natural Images

Finite Alphabet

Statistical Inference

Blind Source Separation

Top Venues

SIAM J. Math. Data Sci.

Nat. Comput. Sci.

J. Mach. Learn. Res.

Publications

Leo Suchan, Housen Li, Axel Munk
A scalable clustering algorithm to approximate graph cuts. CoRR (2023)
Alexandre Mösching, Housen Li, Axel Munk
Quick Adaptive Ternary Segmentation: An Efficient Decoding Procedure For Hidden Markov Models. CoRR (2023)
Gilles Mordant, Axel Munk
Statistical Analysis of Random Objects Via Metric Measure Laplacians. SIAM J. Math. Data Sci. 5 (2) (2023)
Facundo Mémoli, Axel Munk, Zhengchao Wan, Christoph Weitkamp
The Ultrametric Gromov-Wasserstein Distance. Discret. Comput. Geom. 70 (4) (2023)
Florian Heinemann, Axel Munk, Yoav Zemel
Randomized Wasserstein Barycenter Computation: Resampling with Statistical Guarantees. SIAM J. Math. Data Sci. 4 (1) (2022)
Katharina Proksch, Frank Werner, Jan Keller-Findeisen, Haisen Ta, Axel Munk
Towards quantitative super-resolution microscopy: Molecular maps with statistical guarantees. CoRR (2022)
Marcel Klatt, Axel Munk, Yoav Zemel
Limit laws for empirical optimal solutions in random linear programs. Ann. Oper. Res. 315 (1) (2022)
Merle Behr, Axel Munk
Statistical Methods for Minimax Estimation in Linear Models with Unknown Design Over Finite Alphabets. SIAM J. Math. Data Sci. 4 (2) (2022)
Marta Pelizzola, Merle Behr, Housen Li, Axel Munk, Andreas Futschik
Multiple haplotype reconstruction from allele frequency data. Nat. Comput. Sci. 1 (4) (2021)
Markus Pohlmann, Frank Werner, Axel Munk
Minimax detection of localized signals in statistical inverse problems. CoRR (2021)
Carla Tameling, Stefan Stoldt, Till Stephan, Julia Naas, Stefan Jakobs, Axel Munk
Colocalization for super-resolution microscopy via optimal transport. Nat. Comput. Sci. 1 (3) (2021)
Solt Kovács, Housen Li, Lorenz Haubner, Axel Munk, Peter Bühlmann
Optimistic search strategy: Change point detection for large-scale data via adaptive logarithmic queries. CoRR (2020)
Miguel del Alamo, Housen Li, Axel Munk, Frank Werner
Variational Multiscale Nonparametric Regression: Algorithms and Implementation. Algorithms 13 (11) (2020)
Marcel Klatt, Carla Tameling, Axel Munk
Empirical Regularized Optimal Transport: Statistical Theory and Applications. SIAM J. Math. Data Sci. 2 (2) (2020)
Max Sommerfeld, Jörn Schrieber, Yoav Zemel, Axel Munk
Optimal Transport: Fast Probabilistic Approximation with Exact Solvers. J. Mach. Learn. Res. 20 (2019)
Carla Tameling, Axel Munk
Computational Strategies for Statistical Inference Based on Empirical Optimal Transport. DSW (2018)
Marco Singer, Tatyana Krivobokova, Axel Munk
Kernel Partial Least Squares for Stationary Data. J. Mach. Learn. Res. 18 (2017)
Merle Behr, Axel Munk
Identifiability for Blind Source Separation of Multiple Finite Alphabet Linear Mixtures. IEEE Trans. Inf. Theory 63 (9) (2017)
Ulrich Bauer, Axel Munk, Hannes Sieling, Max Wardetzky
Persistence Barcodes Versus Kolmogorov Signatures: Detecting Modes of One-Dimensional Signals. Found. Comput. Math. 17 (1) (2017)
Thomas Rippl, Axel Munk, Anja Sturm
Limit laws of the empirical Wasserstein distance: Gaussian distributions. J. Multivar. Anal. 151 (2016)
Benjamin Tams, Preda Mihailescu, Axel Munk
Security Considerations in Minutiae-Based Fuzzy Vaults. IEEE Trans. Inf. Forensics Secur. 10 (5) (2015)
Andreas Futschik, Thomas Hotz, Axel Munk, Hannes Sieling
Multiscale DNA partitioning: statistical evidence for segments. Bioinform. 30 (16) (2014)
Pascal Peter, Joachim Weickert, Axel Munk, Tatyana Krivobokova, Housen Li
Justifying Tensor-Driven Diffusion from Structure-Adaptive Statistics of Natural Images. EMMCVPR (2014)
Ulrich Bauer, Axel Munk, Hannes Sieling, Max Wardetzky
Persistent Homology meets Statistical Inference - A Case Study: Detecting Modes of One-Dimensional Signals. CoRR (2014)
Klaus Frick, Philipp Marnitz, Axel Munk
Statistical Multiresolution Estimation for Variational Imaging: With an Application in Poisson-Biophotonics. J. Math. Imaging Vis. 46 (3) (2013)
Klaus Frick, Philipp Marnitz, Axel Munk
Statistical Multiresolution Estimation for Variational Imaging: With an Application in Poisson-Biophotonics CoRR (2012)
Thomas Hotz, Philipp Marnitz, Rahel Stichtenoth, Laurie Davies, Zakhar Kabluchko, Axel Munk
Locally adaptive image denoising by a statistical multiresolution criterion. Comput. Stat. Data Anal. 56 (3) (2012)
Carsten Gottschlich, Thomas Hotz, Robert Lorenz, Stefanie Bernhardt, Michael Hantschel, Axel Munk
Modeling the Growth of Fingerprints Improves Matching for Adolescents. IEEE Trans. Inf. Forensics Secur. 6 (3-2) (2011)
Klaus Frick, Philipp Marnitz, Axel Munk
Statistical Multiresolution Dantzig Estimation in Imaging: Fundamental Concepts and Algorithmic Framework. CoRR (2011)
Thomas Hotz, Carsten Gottschlich, Robert Lorenz, Stefanie Bernhardt, Michael Hantschel, Axel Munk
Statistical Analyses of Fingerprint Growth. BIOSIG (2011)
Stephan Huckemann, Thomas Hotz, Axel Munk
Intrinsic MANOVA for Riemannian Manifolds with an Application to Kendall's Space of Planar Shapes. IEEE Trans. Pattern Anal. Mach. Intell. 32 (4) (2010)
Carsten Gottschlich, Thomas Hotz, Robert Lorenz, Stefanie Bernhardt, Michael Hantschel, Axel Munk
Modeling the growth of fingerprints improves matching for adolescents CoRR (2010)
Krzysztof Mieloch, Axel Munk, Preda Mihailescu
Improved Fingerprint Image Segmentation and Reconstruction of Low Quality Areas. ICPR (2010)
Carsten Gottschlich, Preda Mihailescu, Axel Munk
Robust orientation field estimation and extrapolation using semilocal line sensors. IEEE Trans. Inf. Forensics Secur. 4 (4) (2009)
Nicolai Bissantz, Lutz Dümbgen, Axel Munk, Bernd Stratmann
Convergence Analysis of Generalized Iteratively Reweighted Least Squares Algorithms on Convex Function Spaces. SIAM J. Optim. 19 (4) (2009)
Preda Mihailescu, Axel Munk, Benjamin Tams
The Fuzzy Vault for Fingerprints is Vulnerable to Brute Force Attack. BIOSIG (2009)
Frank Bauer, Thorsten Hohage, Axel Munk
Iteratively Regularized Gauss-Newton Method for Nonlinear Inverse Problems with Random Noise. SIAM J. Numer. Anal. 47 (3) (2009)
Stephan Huckemann, Thomas Hotz, Axel Munk
Global Models for the Orientation Field of Fingerprints: An Approach Based on Quadratic Differentials. IEEE Trans. Pattern Anal. Mach. Intell. 30 (9) (2008)
Nicolai Bissantz, Thorsten Hohage, Axel Munk, Frits Ruymgaart
Convergence Rates of General Regularization Methods for Statistical Inverse Problems and Applications. SIAM J. Numer. Anal. 45 (6) (2007)
Axel Munk, G. Skipka, Bernd Stratmann
Testing general hypotheses under binomial sampling: the two sample case - asymptotic theory and exact procedures. Comput. Stat. Data Anal. 49 (3) (2005)
Nicolai Bissantz, Hajo Holzmann, Axel Munk
Testing parametric assumptions on band- or time-limited signals under noise. IEEE Trans. Inf. Theory 51 (11) (2005)
G. Skipka, Axel Munk, G. Freitag
Unconditional exact tests for the difference of binomial probabilities - contrasted and compared. Comput. Stat. Data Anal. 47 (4) (2004)