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q-bio.MN2022
Estimating and Assessing Differential Equation Models with Time-Course Data
Samuel W. K. Wong, Shihao Yang, S. C. Kou
Ordinary differential equation (ODE) models are widely used to describe chemical or biological processes. This article considers the estimation and assessment of such models on the…
stat.CO2022
MAGI: A Package for Inference of Dynamic Systems from Noisy and Sparse Data via Manifold-constrained Gaussian Processes
Samuel W. K. Wong, Shihao Yang, S. C. Kou
This article presents the MAGI software package for the inference of dynamic systems. The focus of MAGI is on dynamics modeled by nonlinear ordinary differential equations with unk…