Exploratory data analysis (EDA) and Bayesian inference (or, more generally, complex statistical modeling)-which are generally considered as unrelated statistical paradigms-can be particularly ...

We present a Bayesian approach to model calibration when evaluation of the model is computationally expensive. Here, calibration is a nonlinear regression problem: given a data vector Y corresponding ...

This paper reports a Bayesian approach for the automatic identification of the optimal clustering proposal in the analysis of single-molecule localization-based super-resolution data.