Symbolic regression

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Manually curated articles on Symbolic regression

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visibility_off Discovering governing equations from data by sparse identification of nonlinear dynamical systems S. Brunton, J. Proctor, J. Kutz 2015-09-11 Proceedings of the National Academy of Sciences of the United States of America, Proceedings of the National Academy of Sciences 3591 68 open_in_new
visibility_off Robust learning from noisy, incomplete, high-dimensional experimental data via physically constrained symbolic regression Patrick A. K. Reinbold, Logan Kageorge, M. Schatz, R. Grigoriev 2021-02-24 Nature Communications 97 24 open_in_new
visibility_off Data-driven discovery of coordinates and governing equations Kathleen P. Champion, Bethany Lusch, J. Kutz, S. Brunton 2019-03-29 Proceedings of the National Academy of Sciences of the United States of America 681 68 open_in_new
visibility_off Chaos as an intermittently forced linear system S. Brunton, Bingni W. Brunton, J. Proctor, E. Kaiser, J. Kutz 2016-08-18 Nature Communications 495 68 open_in_new
visibility_off Sparse identification of nonlinear dynamics for model predictive control in the low-data limit E. Kaiser, J. Kutz, S. Brunton 2017-11-15 Proceedings. Mathematical, Physical, and Engineering Sciences, Proceedings of the Royal Society A 488 68 open_in_new
visibility_off Inferring Biological Networks by Sparse Identification of Nonlinear Dynamics N. Mangan, S. Brunton, J. Proctor, J. Kutz 2016-05-26 IEEE Transactions on Molecular, Biological and Multi-Scale Communications, IEEE Transactions on Molecular Biological and Multi-Scale Communications 343 68 open_in_new
visibility_off SINDy-PI: a robust algorithm for parallel implicit sparse identification of nonlinear dynamics Kadierdan Kaheman, J. Kutz, S. Brunton 2020-04-05 Proceedings. Mathematical, Physical, and Engineering Sciences, Proceedings of the Royal Society A 238 68 open_in_new
visibility_off Multidimensional Approximation of Nonlinear Dynamical Systems Patrick Gelß, Stefan Klus, J. Eisert, Christof Schutte 2018-09-07 Journal of Computational and Nonlinear Dynamics 67 80 open_in_new
visibility_off Learning Discrepancy Models From Experimental Data Kadierdan Kaheman, E. Kaiser, B. Strom, J. Kutz, S. Brunton 2019-09-18 arXiv.org, ArXiv 38 68 open_in_new
visibility_off Discovery of Physics From Data: Universal Laws and Discrepancies Brian M. de Silva, D. Higdon, S. Brunton, J. Kutz 2019-06-19 Frontiers in Artificial Intelligence 79 68 open_in_new
Showing 1 to 10 of 14 entries

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visibility_off Impilict Runge-Kutta based sparse identification of governing equations in biologically motivated systems Mehrdad Anvari, H. Marasi, Hossein Kheiri 2025-02-27 ArXiv 0 2
visibility_off Scalable Discovery of Fundamental Physical Laws: Learning Magnetohydrodynamics from 3D Turbulence Data Matthew Golden, K. Satapathy, D. Psaltis 2025-01-07 ArXiv 0 62
visibility_off Physics-informed Split Koopman Operators for Data-efficient Soft Robotic Simulation Eron Ristich, Lei Zhang, Yi Ren, Jiefeng Sun 2025-01-31 ArXiv 0 2
visibility_off Invariant Measures for Data-Driven Dynamical System Identification: Analysis and Application Jonah Botvinick-Greenhouse 2025-01-31 ArXiv 0 3
visibility_off Al-Khwarizmi: Discovering Physical Laws with Foundation Models Christopher E. Mower, Haitham Bou-Ammar 2025-02-03 ArXiv 0 26
visibility_off Physics-Aware Sparse Signal Recovery Through PDE-Governed Measurement Systems Tadashi Wadayama, Koji Igarashi, Takumi Takahashi 2025-01-23 ArXiv 1 1
visibility_off Characterizing nonlinear dynamics by contrastive cartography Nicolas Romeo, Chris Chi, Aaron R. Dinner, Elizabeth R. Jerison 2025-01-30 ArXiv 0 3
visibility_off Data-driven system identification using quadratic embeddings of nonlinear dynamics Stefan Klus, J. N'konzi 2025-01-14 ArXiv 0 2
Showing 1 to 10 of 45 entries