2022

Gurevych, Iryna ; Kohler, Michael ; Şahin, Gözde Gül (2022)
On the rate of convergence of a classifier based on a Transformer encoder.
In: IEEE Transactions on Information Theory, 68 (12)
doi: 10.1109/TIT.2022.3191747
Artikel, Bibliographie

Hansmann, Matthias ; Horn, Benjamin M. ; Kohler, Michael ; Ulbrich, Stefan (2022)
Estimation of conditional distribution functions from data with additional errors applied to shape optimization.
In: Metrika, 85 (3)
doi: 10.1007/s00184-021-00831-4
Artikel, Bibliographie

2021

Kohler, Michael ; Krzyzak, Adam (2021)
Estimation of a density using an improved surrogate model.
In: Electronic Journal of Statistics, 15 (1)
doi: 10.1214/20-EJS1774
Artikel, Bibliographie

Schäffner, Maximilian ; Abele, Eberhard ; Anderl, Reiner ; Bölling, Christian ; Brötz, Johannes ; Dietrich, Ingo ; Feldmann, Robert ; Gehb, M. ; Geßner, Felix ; Hartig, Jakob ; Hedrich, Philipp ; Hoppe, Florian ; Kersting, Sebastian ; Kohler, Michael ; Lenz, Jonathan ; Martin, Daniel ; Matei, Alexander ; Melz, Tobias ; Öztürk, Tuğrul ; Pelz, Peter F. ; Pfetsch, Marc E. ; Platz, Roland ; Rexer, Manuel ; Staudter, Georg ; Ulbrich, Stefan ; Weber, Moritz ; Weigold, Matthias
Hrsg.: Pelz, Peter F. ; Groche, Peter ; Pfetsch, Marc E. ; Schaeffner, Maximilian (2021)
Analysis, Quantification and Evaluation of Uncertainty.
In: Mastering Uncertainty in Mechanical Engineering, Auflage: 1
doi: 10.1007/978-3-030-78354-9
Buchkapitel, Bibliographie

Groche, Peter ; Abele, Eberhard ; Al-Baradoni, Nassr ; Bartsch, Sabine ; Bölling, Christian ; Brötz, Nicolas ; Gehb, Christopher M. ; Geßner, Felix ; Götz, Benedict ; Hartig, Jakob ; Hedrich, Philipp ; Hesse, Daniel ; Heßler, Martina ; Hoppe, Florian ; Joggerst, Laura ; Kersting, Sebastian ; Kloberdanz, Hermann ; Knoll, Maximilian ; Kohler, Michael ; Krech, Martin ; Lenz, Jonathan ; Leštáková, Michaela ; Logan, Kevin T. ; Martin, Daniel ; Melz, Tobias ; Müller, Tim M. ; Öztürk, Tuğrul ; Pelz, Peter F. ; Platz, Roland ; Rapp, Andrea ; Rexer, Manuel ; Schaeffner, Maximilian ; Schulte, Fiona ; Sinz, Julian ; Stegmeier, Jörn ; Weigold, Matthias ; Wendt, Janine
Hrsg.: Pelz, Peter F. ; Groche, Peter ; Pfetsch, Marc E. ; Schaeffner, Maximilian (2021)
Methods and Technologies for Mastering Uncertainty.
In: Mastering Uncertainty in Mechanical Engineering, Auflage: 1
doi: 10.1007/978-3-030-78354-9
Buchkapitel, Bibliographie

2020

Götz, Benedict ; Kersting, Sebastian ; Kohler, Michael (2020)
Estimation of an improved surrogate model in uncertainty quantification by neural networks.
In: Annals of the Institute of Statistical Mathematics
doi: 10.1007/s10463-020-00748-1
Artikel, Bibliographie

Kohler, Michael ; Krzyzak, Adam (2020)
Estimating quantiles in imperfect simulation models using conditional density estimation.
In: Annals of the Institute of Statistical Mathematics, 72 (1)
doi: 10.1007/s10463-018-0683-8
Artikel, Bibliographie

2019

Kohler, Michael ; Tent, Reinhard (2019)
Nonparametric quantile estimation using surrogate models and importance sampling.
In: Metrika: international journal for theoretical and applied statistics
doi: 10.1007/s00184-019-00736-3
Artikel, Bibliographie

Bauer, Benedikt ; Kohler, Michael (2019)
On deep learning as a remedy for the curse of dimensionality in nonparametric regression.
In: The Annals of Statistics, 47 (4)
doi: 10.1214/18-AOS1747
Artikel, Bibliographie

Kohler, Michael ; Krzyzak, Adam (2019)
Estimation of extreme quantiles in a simulation model.
In: Journal of Nonparametric Statistics, 31 (2)
doi: 10.1080/10485252.2019.1567727
Artikel, Bibliographie

Heimrich, Felix ; Kohler, Michael ; Kristl, Lisa (2019)
Nonparametric estimation of time-dependent quantiles in a simulation model.
In: Statistica Sinica, 30
Artikel, Bibliographie

2018

Kohler, Michael ; Krzyzak, Adam (2018)
Adaptive Estimation of Quantiles in a Simulation Model.
In: IEEE Transactions on Infromation Theory, 64 (1)
doi: 10.1109/TIT.2017.2743177
Artikel, Bibliographie

Kohler, Michael ; Krzyzak, Adam ; Mallapur, Shashidhar ; Platz, Roland (2018)
Uncertainty Quantification in Case of Imperfect Models: A Non-Bayesian Approach.
In: Scandinavian Journal of Statistics, 45 (3)
Artikel, Bibliographie

2017

Bauer, Benedikt ; Heimrich, Felix ; Kohler, Michael ; Krzyzak, Adam (2017)
On estimation of surrogate models for multivariate computer experiments.
In: Annals of the Institute of Statistical Mathematics, 69
Artikel, Bibliographie

Bauer, Benedikt ; Devroye, Luc ; Kohler, Michael ; Krzyzak, Adam ; Walk, Harro (2017)
Nonparametric estimation of a function from noiseless observations at random points.
In: Journal of Multivariate Analysis, 160
Artikel, Bibliographie

Kohler, Michael ; Krzyzak, Adam (2017)
Nonparametric Regression Based on Hierarchical Interaction Models.
In: IEEE Transactions on Information Theory, 63 (3)
Artikel, Bibliographie

2016

Enss, Georg Christoph ; Kohler, Michael ; Krzyzak, Adam ; Platz, Roland (2016)
Nonparametric quantile estimation based on surrogate models.
In: IEEE Transaction on Information Theory, 62 (10)
Artikel, Bibliographie

Bott, Ann-Kathrin ; Felber, Tina ; Kohler, Michael ; Kristl, Lisa (2016)
Estimation of a time-dependent density.
In: Journal of Statistical Planning and Inference, 180
Artikel, Bibliographie

2015

Felber, Tina ; Kohler, Michael ; Krzyzak, Adam (2015)
Adaptive Density Estimation From Data With Small Measurement Errors.
In: IEEE Transactions on Infromation Theory, 61 (6)
Artikel, Bibliographie

Felber, Tina ; Kohler, Michael ; Krzyzak, Adam (2015)
Adaptive density estimation based on real and artificial data.
In: Journal of Nonparametric Statistics, 27
Artikel, Bibliographie

Bott, Ann-Kathrin ; Felber, Tina ; Kohler, Michael (2015)
Estimation of a density in a simulation model.
In: Journal of Nonparametric Statistics, 27 (3)
doi: 10.1080/10485252.2015.1049601
Artikel, Bibliographie

Melzer, Christiane Marianne ; Krech, Martin ; Kristl, Lisa ; Freund, Tillmann ; Kuttich, Anja ; Zocholl, Maximilian ; Groche, Peter ; Kohler, Michael ; Platz, Roland (2015)
Methodical Approaches to Describe and Evaluate Uncertainty in the Transmission Behavior of a Sensory Rod.
Applied Mechanics and Materials.
Konferenzveröffentlichung, Bibliographie

Furer, Dmytro ; Kohler, Michael (2015)
Smoothing spline regression based on real and artificial data.
In: Metrika, 78 (6)
Artikel, Bibliographie

2014

Enss, Georg Christoph ; Götz, Benedict ; Kohler, Michael ; Krzyzak, Adam ; Platz, Roland (2014)
Nonparametric estimation of a maximum of quantiles.
In: Electronic Journal of Statistics, 8
Artikel, Bibliographie

Bott, Ann-Kathrin ; Gibbels, Marius ; Kohler, Michael ; Melz, Tobias (2014)
Untersuchung der Betriebsfestigkeit von gradientenbehafteten Spaltprofilen mittels statistischer Methoden.
5. Zwischenkolloquium des Sonderforschungsbereichs 666. Darmstadt (19.11.2014-20.11.2014)
Konferenzveröffentlichung, Bibliographie

Kohler, Michael (2014)
Optimal global rates of convergence for noiseless regression estimation problems with adaptively chosen design.
In: Journal of Multivariate Analysis, (132)
Artikel, Bibliographie

Bott, Ann-Kathrin ; Kohler, Michael (2014)
Nonparametric estimation of a conditional density.
In: ESAIM Probability and Statistics
Artikel, Bibliographie

Kohler, Michael ; Krzyzak, Adam ; Walk, Harro (2014)
Nonparametric recursive quantile estimation.
In: Statistics and Probability Letters, 93
Artikel, Bibliographie

Felber, Tina ; Jones, Daniel ; Kohler, Michael ; Walk, Harro (2014)
Weakly universally consistent static forecasting of stationary and ergodic time series via local averaging and least squares estimates.
In: Journal of Statistical Planning and Inference,
Artikel, Bibliographie

2013

Devroye, Luc ; Felber, Tina ; Kohler, Michael (2013)
Estimation of a density using real and artificial data.
In: IEEE Transactions on Information Theory, 59
Artikel, Bibliographie

Hertel, Ida ; Kohler, Michael (2013)
Estimation of the optimal design of a nonlinear parametric regression problem via Monte Carlo experiments.
In: Computational Statistics and Data Analysis
Artikel, Bibliographie

Furer, Dmytro ; Kohler, Michael (2013)
Fixed design regression estimation based on real and artificial data.
In: Journal of Nonparametric Statistics
Artikel, Bibliographie

2012

Hertel, Ida ; Tomasella, Alessio ; Kohler, Michael ; Hanselka, Holger (2012)
Fragestellungen der Bauteilbewertung in Hinblick auf die Betriebsfestigkeit.
8. Fachtagung Walzprofilieren und 4. Zwischenkolloquium SFB 666. Darmstadt (14.11.2012-15.11.2012)
Konferenzveröffentlichung, Bibliographie

Hertel, Ida ; Tomasella, Alessio ; Kohler, Michael ; Hanselka, Holger (2012)
Fragestellungen der Bauteilbewertung in Hinblick auf die Betriebsfestigkeit.
In: Tagungsband 4. Zwischenkolloquium SFB 666
Artikel, Bibliographie

Devroye, Luc ; Felber, Tina ; Kohler, Michael ; Krzyzak, Adam (2012)
L1-consistent estimation of the density of residuals in random design regression models:.
In: Statistics and Probability Letters , 82
Artikel, Bibliographie

2011

Kohler, Michael ; Krzyzak, Adam ; Walk, Harro (2011)
Estimation of the essential supremum of a regression function.
In: Statistics & Probability Letters, (81)
Artikel, Bibliographie

2010

Eckle-Kohler, Judith ; Kohler, Michael (2010)
Eine Einführung in die Statistik und ihre Anwendungen.
Buch, Bibliographie

2008

Eckle-Kohler, Judith ; Kohler, Michael ; Mehnert, Jens (2008)
Automatic recognition of German news focusing on future-directed beliefs and intentions.
In: Computer Speech and Language, 22 (4)
Artikel, Bibliographie

2007

Kohler, Michael ; Krzyzak, Adam (2007)
Asymptotic confidence intervals for Poisson regression.
In: Journal of Multivariate Analysis, 98
Artikel, Bibliographie

Gyorfi, Laszlo ; Kohler, Michael (2007)
Nonparametric estimation of conditional distributions.
In: IEEE Transactions on Information Theory, 53
Artikel, Bibliographie

Kohler, Michael ; Krzyzak, Adam (2007)
On the rate of convergence of local averaging plug-in classification rules under a margin condition.
In: IEEE Transactions on Information Theory, 53
Artikel, Bibliographie

Egloff, Daniel ; Kohler, Michael ; Todorovic, Nebojsa (2007)
A dynamic look-ahead Monte Carlo algorithm for pricing Bermudan options.
In: Annals of Applied Probability, 17
Artikel, Bibliographie

2002

Györfi, László ; Kohler, Michael ; Krzyzak, Adam ; Walk, Harro (2002)
A distribution-free theory of nonparametric regression.
Buch, Bibliographie