Bayesian Inference Tools

This page collects software tools for sampling-based Bayesian inference.

We provide 3 benchmark problems which is described in this document.

BUS

MATLAB and Python 3 software tools for Bayesian inference with BUS (Bayesian Updating with Structural reliability methods) combined with Subset Simulation.

Adaptive BUS

MATLAB and Python 3 software tool for Bayesian inference with the adaptive version of BUS with Subset Simulation.

Improved TMCMC

MATLAB and Python 3 software tool for Bayesian inference with the improved TMCMC method.

SMC

MATLAB and Python 3 software tool for Bayesian inference with the sequential Monte Carlo (SMC) method.