From the 1 of 2 linked papers with an AI index.
2 papers
stat.ME2026
MCMC Methods for Parameter Inference in Structurally Nonidentifiable Models
Xuyuan Wang, Donglin Han, Michael Y. Li
The paper proposes two MCMC algorithms that incorporate structural identifiability analysis to improve Bayesian parameter inference for ODE models with non-identifiable parameters.
math.NA2026
A Replica Exchange Markov Chain Monte Carlo Method for Disconnected Implicit Manifolds via Tubular Relaxation
Xuyuan Wang, Donglin Han
Markov chain Monte Carlo (MCMC) methods provide powerful framework for sampling unknown probability measures across a wide range of scientific applications. In some settings, the t…