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Multiphase MCMC sampling for parameter inference in nonlinear ordinary differential equations

Traditionally, ODE parameter inference relies on solving the system of ODEs and assessing fit of the estimated signal with the observations. However, nonlinear ODEs often do not permit closed form solutions. Using numerical methods to solve the …