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bayesian inference 1discretization error 1ensemble kalman filter 1ordinary differential equations 1state-space models 1

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20242026
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stat.ME2025

Joint Bayesian Inference of Parameter and Discretization Error Uncertainties in ODE Models

Shoji Toyota, Yuto Miyatake

We address the problem of Bayesian inference for parameters in ordinary differential equation (ODE) models based on observational data. Conventional approaches in this setting typi…