Staff Dr. Bastian Bohn
Contact Information
Address:
Institut für Numerische Simulation
Friedrich-Hirzebruch-Allee 7
53115 Bonn
Friedrich-Hirzebruch-Allee 7
53115 Bonn
Phone:
+49 228 73-69813
Office:
FHA7 3.005
E-Mail:
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News
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12/23: Start of my new job as Akademischer Rat at the INS.
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09/20: Start of my job at Fraunhofer SCAI.
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02/19: Invited talk at INI, Cambridge as part of the Workshop on Challenges in Optimal Recovery and Hyperbolic Cross Approximation.
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09/18-11/18: Invited fellow at IPAM, UCLA for the long program Science at Extreme Scales: Where Big Data Meets Large-Scale Computing.
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01/17: Publication of my dissertation Error Analysis of Regularized and Unregularized Least-Squares Regression on Discretized Function Spaces.
Teaching
Summer semester 2024
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Practical Lab Numerical Algorithms Algorithms in Machine Learning and Their Application
Winter semester 2019/20
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Practical Lab Numerical Simulation Computational Finance
See teaching activities of the whole group.
Research Projects
Current
Multilevel sparse tensor product approximation for manifolds and for functions and operators on manifolds
Project C04, DFG SFB 1060.
Completed
SIMDATA-NL: Nichtlineare Charakterisierung und Analyse von FEM-Simulationsergebnissen für Autobauteile und Crash-Tests
Publications
Books
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Algorithmic Mathematics in Machine Learning. B. Bohn, J. Garcke, and M. Griebel. Data Science. SIAM, Philadelphia, PA, USA, 2024. to appear. BibTeX
Journal papers
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Deep neural networks and PIDE discretizations. B. Bohn, M. Griebel, and D. Kannan. SIAM Journal on Mathematics of Data Science, 4(3):1145–1170, 2022. Also available as INS Preprint No. 2102. BibTeX PDF Supplement DOI
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Feasible and successful: genome-wide interaction analysis (GWIA) involving all pair-wise interaction tests. M. Steffens, T. Becker, T. Sander, R. Fimmers, C. Herold, D. Holler, C. Leu, S. Herms, S. Cichon, B. Bohn, T. Gerstner, M. Griebel, M. Nöthen, T. Wienker, and M. Baur. Human Heredity, 69:268–284, 2010. BibTeX Link
Refereed proceedings and book contributions
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Analysis of Car Crash Simulation Data with Nonlinear Machine Learning Methods. B. Bohn, J. Garcke, R. Iza-Teran, A. Paprotny, B. Peherstorfer, U. Schepsmeier, and C.-A. Thole. Procedia Computer Science, 18:621 – 630, 2013. Proceedings of the International Conference on Computational Science, ICCS 2013. BibTeX DOI
Theses
Technical reports and other non-refereed publications
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SIMDATA-NL - Nichtlineare Charakterisierung und Analyse von FEM-Simulationsergebnissen für Autobauteile und Crash-Tests. M. Griebel, H.-J. Bungartz, C. Czado, J. Garcke, U. Trottenberg, C.-A. Thole, B. Bohn, R. Iza-Teran, A. Paprotny, B. Peherstorfer, and U. Schepsmeier. Abschlussbericht des BMBF-Projekts, BMBF-Projekt, 2014. BibTeX PDF