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Autonomous Learning Members Publications

Symbolic Regression and Equation Learning

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Finding concise analytical expressions for given data is also called symbolic regression. Our equation learning method does this also for systems with many degrees of freedom. We use it in several applications in physics and robotics.

Members

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Empirical Inference, Autonomous Learning
Senior Research Scientist
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Autonomous Learning
  • Doctoral Researcher
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Probabilistic Numerics
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Empirical Inference
  • Guest Scientist

Publications

Autonomous Learning Miscellaneous Informed Equation Learning Werner, M., Junginger, A., Hennig, P., Martius, G. arXiv, 2021 URL BibTeX

Autonomous Learning Article Analytical classical density functionals from an equation learning network Lin, S., Martius, G., Oettel, M. The Journal of Chemical Physics, 152(2):021102, 2020 (Published) arXiv Supplementary Preprint_PDF DOI BibTeX

Autonomous Learning Conference Paper Learning equations for extrapolation and control Sahoo, S. S., Lampert, C. H., Martius, G. In Proc. \35th International Conference on Machine Learning, ICML 2018, Stockholm, Sweden, 2018, 80:4442-4450, http://proceedings.mlr.press/v80/sahoo18a/sahoo18a.pdf, (Editors: Dy, Jennifer and Krause, Andreas), PMLR, 2018 Code Arxiv Poster Slides URL BibTeX

Autonomous Learning Miscellaneous Extrapolation and learning equations Martius, G., Lampert, C. H. 2016, arXiv preprint 1610.02995 arXiv URL BibTeX