most citedOnline learning of quadratic manifolds from streaming data for nonlinear dimensionality reduction and nonlinear model reduction

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math.NA2024★ 1 cited

Online learning of quadratic manifolds from streaming data for nonlinear dimensionality reduction and nonlinear model reduction

Paul Schwerdtner, Prakash Mohan, Aleksandra Pachalieva +3

This work introduces an online greedy method for constructing quadratic manifolds from streaming data, designed to enable in-situ analysis of numerical simulation data on the Petab…