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20182021
most citedStructured Time-Delay Models for Dynamical Systems with Connections to Frenet-Serret Frame

35 citations · 35 across the 3 of their papers we have counts for

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math.DS2021

Sparsifying Priors for Bayesian Uncertainty Quantification in Model Discovery

Seth M. Hirsh, David A. Barajas-Solano, J. Nathan Kutz

We propose a probabilistic model discovery method for identifying ordinary differential equations (ODEs) governing the dynamics of observed multivariate data. Our method is based o…

math.DS2021★ 35 cited

Structured Time-Delay Models for Dynamical Systems with Connections to Frenet-Serret Frame

Seth M. Hirsh, Sara M. Ichinaga, Steven L. Brunton +2

Time-delay embeddings and dimensionality reduction are powerful techniques for discovering effective coordinate systems to represent the dynamics of physical systems. Recently, it…