Konstantin Sonntag

Lehrstuhl für Angewandte Mathematik
Institut für Industriemathematik
Data Science for Engineering
konstantin.sonntag@uni-paderborn.de
ID
56399

7 Publications

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[7]
2024 | Journal Article | LibreCat-ID: 46019 | OA
Fast Multiobjective Gradient Methods with Nesterov Acceleration via Inertial Gradient-Like Systems
K. Sonntag, S. Peitz, Journal of Optimization Theory and Applications (2024).
LibreCat | DOI | Download (ext.)
 
[6]
2024 | Preprint | LibreCat-ID: 51334 | OA
A Descent Method for Nonsmooth Multiobjective Optimization in Hilbert Spaces
K. Sonntag, B. Gebken, G. Müller, S. Peitz, S. Volkwein, ArXiv:2402.06376 (2024).
LibreCat | Download (ext.) | arXiv
 
[5]
2024 | Preprint | LibreCat-ID: 53858 | OA
Common pitfalls to avoid while using multiobjective optimization in machine learning
J. Akhter, P.D. Fährmann, K. Sonntag, S. Peitz, ArXiv (2024).
LibreCat | Download (ext.)
 
[4]
2024 | Journal Article | LibreCat-ID: 32447
Fast Convergence of Inertial Multiobjective Gradient-Like Systems with Asymptotic Vanishing Damping
K. Sonntag, S. Peitz, SIAM Journal on Optimization 34 (2024) 2259–2286.
LibreCat | DOI
 
[3]
2024 | Preprint | LibreCat-ID: 57472 | OA
Inertial dynamics with vanishing Tikhonov regularization for multobjective optimization
R.I. Bot, K. Sonntag, ArXiv:2411.18422 (2024).
LibreCat | Files available | Download (ext.) | arXiv
 
[2]
2023 | Preprint | LibreCat-ID: 51159 | OA
A multiobjective continuation method to compute the regularization path of deep neural networks
A.C. Amakor, K. Sonntag, S. Peitz, ArXiv (2023).
LibreCat | Download (ext.)
 
[1]
2023 | Preprint | LibreCat-ID: 46578 | OA
Multiobjective Optimization of Non-Smooth PDE-Constrained Problems
M. Bernreuther, M. Dellnitz, B. Gebken, G. Müller, S. Peitz, K. Sonntag, S. Volkwein, ArXiv:2308.01113 (2023).
LibreCat | Download (ext.) | arXiv
 
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7 Publications

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[7]
2024 | Journal Article | LibreCat-ID: 46019 | OA
Fast Multiobjective Gradient Methods with Nesterov Acceleration via Inertial Gradient-Like Systems
K. Sonntag, S. Peitz, Journal of Optimization Theory and Applications (2024).
LibreCat | DOI | Download (ext.)
 
[6]
2024 | Preprint | LibreCat-ID: 51334 | OA
A Descent Method for Nonsmooth Multiobjective Optimization in Hilbert Spaces
K. Sonntag, B. Gebken, G. Müller, S. Peitz, S. Volkwein, ArXiv:2402.06376 (2024).
LibreCat | Download (ext.) | arXiv
 
[5]
2024 | Preprint | LibreCat-ID: 53858 | OA
Common pitfalls to avoid while using multiobjective optimization in machine learning
J. Akhter, P.D. Fährmann, K. Sonntag, S. Peitz, ArXiv (2024).
LibreCat | Download (ext.)
 
[4]
2024 | Journal Article | LibreCat-ID: 32447
Fast Convergence of Inertial Multiobjective Gradient-Like Systems with Asymptotic Vanishing Damping
K. Sonntag, S. Peitz, SIAM Journal on Optimization 34 (2024) 2259–2286.
LibreCat | DOI
 
[3]
2024 | Preprint | LibreCat-ID: 57472 | OA
Inertial dynamics with vanishing Tikhonov regularization for multobjective optimization
R.I. Bot, K. Sonntag, ArXiv:2411.18422 (2024).
LibreCat | Files available | Download (ext.) | arXiv
 
[2]
2023 | Preprint | LibreCat-ID: 51159 | OA
A multiobjective continuation method to compute the regularization path of deep neural networks
A.C. Amakor, K. Sonntag, S. Peitz, ArXiv (2023).
LibreCat | Download (ext.)
 
[1]
2023 | Preprint | LibreCat-ID: 46578 | OA
Multiobjective Optimization of Non-Smooth PDE-Constrained Problems
M. Bernreuther, M. Dellnitz, B. Gebken, G. Müller, S. Peitz, K. Sonntag, S. Volkwein, ArXiv:2308.01113 (2023).
LibreCat | Download (ext.) | arXiv
 
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