28 citations · 65 across the 9 of their papers we have counts for
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stat.ME2025
Overcoming error-in-variable problem in data-driven model discovery by orthogonal distance regression
Lloyd Fung
Despite the recent proliferation of machine learning methods like SINDy that promise automatic discovery of governing equations from time-series data, there remain significant chal…
stat.ME2024★ 5 cited
Rapid Bayesian identification of sparse nonlinear dynamics from scarce and noisy data
Lloyd Fung, Urban Fasel, Matthew P. Juniper
We propose a fast probabilistic framework for identifying differential equations governing the dynamics of observed data. We recast the SINDy method within a Bayesian framework and…