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Staff Dr. Bastian Bohn

Mr. Bohn has left the institute. This page is no longer maintained.

Contact Information

E-Mail: ed tod nnob-inu tod sni ta nhoba tod b@foo tod de

News

Teaching

Winter semester 2019/20

Summer semester 2019

Winter semester 2018/19

See teaching activities of the whole group.

Completed Research Projects

Multilevel sparse tensor product approximation for manifolds and for functions and operators on manifolds

Project C04, DFG SFB 1060.

Homepage.

SIMDATA-NL: Nichtlineare Charakterisierung und Analyse von FEM-Simulationsergebnissen für Autobauteile und Crash-Tests

BMBF support program.

Homepage.

Publications

Preprints

  1. Deep neural networks and PIDE discretizations. B. Bohn, M. Griebel, and D. Kannan. Available as INS Preprint No. 2102, 2021. BibTeX PDF Supplement

Journal papers

  1. Explainable Machine Learning for Scientific Insights and Discoveries. R. Roscher, B. Bohn, M. F. Duarte, and J. Garcke. IEEE Access, 8(1):42200–42216, 2020. BibTeX DOI arXiv
  2. A representer theorem for deep kernel learning. B. Bohn, M. Griebel, and C. Rieger. Journal of Machine Learning Research, 20(64):1–32, 2019. Also available as INS Preprint No. 1714. BibTeX PDF JMLR
  3. Error estimates for multivariate regression on discretized function spaces. B. Bohn and M. Griebel. SIAM Journal on Numerical Analysis, 55(4):1843–1866, 2017. Also available as INS Preprint No. 1412. BibTeX PDF DOI
  4. A sparse grid based method for generative dimensionality reduction of high-dimensional data. B. Bohn, J. Garcke, and M. Griebel. Journal of Computational Physics, 309:1–17, 2016. also available as INS Preprint No. 1514. BibTeX PDF DOI
  5. Feasible and successful: genome-wide interaction analysis (GWIA) involving all 1.9×10111.9 \times 10^{11} 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

  1. Explain it to me – Facing Remote Sensing Challenges in the Bio- and Geosciences with Explainable Machine Learning. R. Roscher, B. Bohn, M. F. Duarte, and J. Garcke. In ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences, volume V-3-2020, 817–824. 2020. BibTeX DOI
  2. Optimally rotated coordinate systems for adaptive least-squares regression on sparse grids. B. Bohn, M. Griebel, and J. Oettershagen. In Proceedings of the 2019 SIAM International Conference on Data Mining, 163–171. 2019. Also available as INS Preprint No. 1812. BibTeX PDF DOI
  3. On the convergence rate of sparse grid least squares regression. B. Bohn. In J. Garcke, D. Pflüger, C. Webster, and G. Zhang, editors, Sparse Grids and Applications - Miami 2016, volume 123 of Lecture Notes in Computational Science and Engineering, pages 19–41. Springer, 2018. BibTeX PDF
  4. 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
  5. An adaptive sparse grid approach for time series predictions. B. Bohn and M. Griebel. In J. Garcke and M. Griebel, editors, Sparse grids and Applications, volume 88 of Lecture Notes in Computational Science and Engineering, pages 1–30. Springer, 2012. BibTeX PDF DOI

Theses

  1. Error Analysis of regularized and unregularized Least-Squares Regression on discretized Function Spaces. B. Bohn. Dissertation, Institut für Numerische Simulation, Universität Bonn, 2017. BibTeX PDF
  2. Einbettung von Zeitreihen nach Takens' Theorem. B. Bohn. Diploma thesis, Institut für Numerische Simulation, Universität Bonn, 2010. BibTeX PDF

Technical reports and other non-refereed publications

  1. 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