Robust Parameter Estimation for Rational Ordinary Differential Equations

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Publication:6428346

arXiv2303.02159MaRDI QIDQ6428346

Author name not available (Why is that?)

Publication date: 2 March 2023

Abstract: We present our Julia software package ParameterEstimation.jl, which estimates parameter values in parametric ODE models, using measured data. Our approach, unlike most other approaches, is not based on optimization. Instead, it is based on differential algebra, interpolation of the data using rational functions, and multivariable polynomial system solving. We compare the accuracy and time/memory performance of our software with other estimation software packages, SciMLSensitivity, AMIGO2, and IQM.




Has companion code repository: https://github.com/iliailmer/parameterestimation.jl








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