Learning Sparse Nonlinear Dynamics via Mixed-Integer Optimization

1 June 2022

Papers citing "Learning Sparse Nonlinear Dynamics via Mixed-Integer Optimization"

16 / 16 papers shown

Title
No Equations Needed: Learning System Dynamics Without Relying on Closed-Form ODEs Krzysztof Kacprzyk Mihaela van der Schaar 145 0 0 30 Jan 2025
Correlating Time Series with Interpretable Convolutional Kernels Xinyu Chen HanQin Cai Fuqiang Liu Jinhua Zhao AI4TS 54 2 0 02 Sep 2024
Learning Governing Equations of Unobserved States in Dynamical Systems Gevik Grigorian Sandip V. George S. Arridge OOD 37 0 0 29 Apr 2024
BackboneLearn: A Library for Scaling Mixed-Integer Optimization-Based Machine Learning V. Digalakis Christos Ziakas 44 0 0 22 Nov 2023
$Improved identification accuracy in equation learning via comprehensive $\boldsymbol{R^2}$-elimination and Bayesian model selection$ Improved identification accuracy in equation learning via comprehensive $\boldsymbol{R^2}$ -elimination and Bayesian model selection Daniel Nickelsen B. Bah 52 0 0 22 Nov 2023
Weak-Form Latent Space Dynamics Identification April Tran Xiaolong He Daniel Messenger Youngsoo Choi David M. Bortz 77 7 0 20 Nov 2023
A Physics-informed Machine Learning-based Control Method for Nonlinear Dynamic Systems with Highly Noisy Measurements Mason Ma Jiajie Wu Chase Post Tony Shi Jingang Yi Tony Schmitz Hong Wang AI4CE 41 1 0 12 Nov 2023
Coarse-Graining Hamiltonian Systems Using WSINDy Daniel Messenger J. Burby David M. Bortz 83 6 0 09 Oct 2023
Adaptive Uncertainty-Guided Model Selection for Data-Driven PDE Discovery Pongpisit Thanasutives Takashi Morita M. Numao Ken-ichi Fukui 57 2 0 20 Aug 2023
Evolving Scientific Discovery by Unifying Data and Background Knowledge with AI Hilbert Ryan Cory-Wright Cristina Cornelio S. Dash Bachir El Khadir L. Horesh 23 9 0 18 Aug 2023
OKRidge: Scalable Optimal k-Sparse Ridge Regression Jiachang Liu Sam Rosen Chudi Zhong Cynthia Rudin 29 5 0 13 Apr 2023
Direct Estimation of Parameters in ODE Models Using WENDy: Weak-form Estimation of Nonlinear Dynamics David M. Bortz Daniel Messenger Vanja M. Dukic 34 17 0 26 Feb 2023
Benchmarking sparse system identification with low-dimensional chaos A. Kaptanoglu Lanyue Zhang Zachary G. Nicolaou Urban Fasel Steven L. Brunton 50 20 0 04 Feb 2023
Asymptotic consistency of the WSINDy algorithm in the limit of continuum data Daniel Messenger David M. Bortz 79 13 0 29 Nov 2022
A toolkit for data-driven discovery of governing equations in high-noise regimes Charles B. Delahunt J. Nathan Kutz 55 19 0 08 Nov 2021
Time-lagged autoencoders: Deep learning of slow collective variables for molecular kinetics C. Wehmeyer Frank Noé AI4CE BDL 111 357 0 30 Oct 2017