Conformal prediction methods are integrated with Ensemble-SINDy to produce calibrated prediction intervals, feature importance measures, and coefficient uncertainty estimates for discovered dynamical system models.
Sparse identification of non- linear dynamics with low-dimensionalized flow representations
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Sparse Identification of Nonlinear Dynamics with Conformal Prediction
Conformal prediction methods are integrated with Ensemble-SINDy to produce calibrated prediction intervals, feature importance measures, and coefficient uncertainty estimates for discovered dynamical system models.