Welcome to the homepage of the

Mathematical Optimization for Data Science Group

Department of Mathematics and Computer Science, Saarland University, Germany

Prof. Dr. Peter Ochs


Professor for Mathematics and Computer Science
Mathematical Optimization for Data Science Group

Faculty of the International Max Planck Research School (IMPRS)


Office Hour: Contact by eMail
Address: Department of Mathematics and Computer Science
Saarland University
Campus E1.1, room 4.06
66123 Saarbrücken, Germany
eMail:

Personal Publications Talks Curriculum Vitae
  1. 07.09.2023: 11th Applied Inverse Problems Conference, University of Göttingen, Göttingen, Germany: "PAC-Bayesian Learning of Optimization Algorithms"

  2. 04.09.2023: 11th Applied Inverse Problems Conference, University of Göttingen, Göttingen, Germany: "Differentiating Solution Mappings of Non-smooth Optimization Problems"

  3. 23.03.2022: SIAM Conference on Imaging Science (IS22), (virtual) "Towards Differentiation of Solution Mappings of Non-smooth Optimization Problems"

  4. 07.12.2021: Mathematical Colloqium, University of Göttingen, Göttingen, Germany: (virtual) "An Inertial Non-smooth Non-convex Bregman Minimization Framework"

  5. 22.11.2021: One World Optimization Seminar (OWOS), (virtual) "An Inertial Non-smooth Non-convex Bregman Minimization Framework" [video]

  6. 06.09.2021: Optimization techniques for inverse problems, Modena, Italy: (virtual) "Towards Differentiation of Solution Mappings of Non-smooth Optimization Problems"

  7. 31.08.2021: IFIP-TC7 Conference on System Modeling and Optimization, Quito, Ecuador: (virtual) "Bregman Proximal Gradient Framework for Deep Linear Neural Networks"

  8. 21.07.2021: SIAM Conference (OP21), (virtual) "Convex-Concave Backtracking for Inertial Bregman Proximal Gradient Algorithms in Non-Convex Optimization"

  9. 16.03.2021: GAMM conference 2020@21, Kassel, Germany: (virtual) "Bregman Proximal Gradient Framework for Deep Linear Neural Networks"

  10. 08.02.2021: Mathematical Colloqium, University of Tübingen, Tübingen, Germany: (virtual) "Non-smooth First-order Optimization Algorithms for Machine Learning"

  11. 19.09.2019: French-German-Swiss Conference on Optimization, Nice, France: "Convex-Concave Backtracking for Inertial Bregman Proximal Gradient Algorithms in Non-Convex Optimization"

  12. 06.08.2019: International Conference on Continuous Optimization (ICCOPT), Berlin, Germany: "Model Function Based Conditional Gradient Method with Armijo-like Line Search"

  13. 13.06.2019: International Conference on Machine Learning (ICML), Long Beach, California: "Model Function Based Conditional Gradient Method with Armijo-like Line Search" (short talk)

  14. 03.02.2019: International BASP Frontiers Workshop, Villars-sur-Ollon, Switzerland: "Lifting Layers: Analysis and Applications"

  15. 04.07.2018: International Symposium on Mathematical Programming (ISMP), Bordeaux, France: "Non-smooth Non-convex Bregman Minimization: Unification and new Algorithms"

  16. 11.--13.06.2018: INDAM intensive period on Computational Methods for Inverse Problems in Imaging, University of Insubria DISAT, Como, Italy: Short Course on "Accelerations of Forward-Backward Splitting"

  17. 07.06.2018: SIAM Conference on Imaging Science, Bologna, Italy: "Adaptive FISTA"

  18. 05.06.2018: SIAM Conference on Imaging Science, Bologna, Italy: "Non-smooth Non-convex Bregman Minimization: Unification and new Algorithms"

  19. 21.03.2018: GAMM Conference, TU Munich, Germany: "Adaptive FISTA"

  20. 14.03.2018: Workshop: Imaging and Vision from Theory to Applications, University of Siegen, Germany: "Non-smooth Non-convex Bregman Minimization: Unification and new Algorithms"

  21. 17.01.2018: MIA Conference, Humboldt University, Berlin, Germany: "Non-smooth Non-convex Bregman Minimization: Unification and new Algorithms"

  22. 07.12.2017: Oberseminar Applied Mathematics, Saarland University: "Adaptive FISTA"

  23. 16.11.2017: GRK Seminar (Group of Michael Möller), University of Siegen, Germany: "Non-smooth Non-convex Bregman Minimization: Unification and new Algorithms"

  24. 05.04.2017: Cambridge Image Analysis Seminar (Group of Carola--Bibiane Schönlieb), Centre for Mathematical Sciences, Cambridge, UK: "Local Convergence of iPiano"

  25. 03.03.2017: 3rd Applied Mathematics Symposium Münster, Germany. Workshop on Shape, Images and Optimization: "Local Convergence of iPiano"

  26. 27.01.2017: Computer Vision Group (Group of Prof. Daniel Cremers), TU Munich, Germany: "Local Convergence of iPiano"

  27. 17.01.2017: Systems Control and Optimization Laboratory (Group of Prof. Moritz Diehl), IMTEK, University of Freiburg, Germany: "iPiano: Inertial Proximal Algorithm for Nonconvex Optimization"

  28. 17.11.2016: Schloss Dagstuhl — Leibniz Center for Informatics, Wadern, Germany: "Optimizing Data for Anisotropic Diffusion Inpainting with an Optimal Control Approach"

  29. 10.03.2016: DMV and GAMM Annual Meeting, Braunschweig, Germany: "Techniques for Gradient Based Bilevel Optimization with Nonsmooth Lower Level Problems"

  30. 16.07.2015: International Symposium on Mathematical Programming (ISMP), Pittsburgh, Pennsylvania, USA: "iPiano: Inertial Proximal Algorithm for Nonconvex Optimization"

  31. 03.07.2015: IFIP Conference on System Modeling and Optimization, SophiaTech Campus, Sophia Antipolis, France: "iPiano: Inertial Proximal Algorithm for Nonconvex Optimization"

  32. 18.06.2015: Bosch Research, Renningen, Germany: "Nonsmooth Variational Analysis and Nonconvex Optimization"

  33. 21.05.2015: University of Basel, Switzerland: "Nonsmooth Variational Analysis and Nonconvex Optimization"

  34. 06.03.2015: PhD Defense, University of Freiburg, Germany: "Long Term Motion Analysis for Object Level Grouping and Nonsmooth Optimization Methods"

  35. 02.04.2012: MNU Kongress, University of Freiburg, Germany: "Automatisches Verstehen von Bildern bei Computern"


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