Transport map accelerated adaptive importance sampling, and application to inverse problems arising from multiscale stochastic reaction networks

Simon L. Cotter, Ioannis G. Kevrekidis, Paul Russell

In many applications, Bayesian inverse problems can give rise to probability distributions which contain complexities due to the Hessian varying greatly across parameter space. Thi…