sindy 10 sparse-regression 4 machine-learning 3 dynamical-systems 3 sindy-algorithm 2 physics-informed-learning 2 data-science 2 numerical-methods 2 system-identification 2 autoencoders 2 dynamic-mode-decomposition 2 data-driven-dynamics 2 deep-learning 2 fft 1 equations 1 dynamical 1 coefficients 1 candidate-functions 1 total-variation-regularization 1 python 1 ordinary-differential-equations 1 discovery 1 dynamics 1 sparse-identification-of-nonlinear-dynamics 1 rl 1 ml 1 model 1 model-discovery 1 numerical-differentiation 1 simulation-data 1 sparse-modeling 1 spectral-difference 1 spectral-filtering 1 spectral-methods 1 data-assimilation-enkf 1 kalman-filter 1 regression 1 rvm 1 block-science 1 filecoin 1 filecoin-community 1 koopman 1 koopman-operators 1 reachability 1 autoencoder 1 autoencoder-neural-network 1 conservation-laws 1 extended-dynamic-mode-decomposition 1 forecasting 1 kernel-methods 1 neural-network 1 physics-informed-neural-networks 1 poincare-map 1 stroboscopic-map 1 time-delay 1 universal-approximation-theorem 1 lotka-volterra-equations 1 noise-distributions 1 noise-robustness 1 boats 1 efs 1 ffx 1 linear-regression 1 regression-models 1 artificial-intelligence 1 bayesian 1 deep-neural-networks 1 differential-equations 1 self-supervised-learning 1 control 1