Bayesian Analysis of Sigmoidal Gaussian Cox Processes via Data Augmentation

Renaud Alie, David A. Stephens, Alexandra M. Schmidt

Many models for point process data are defined through a thinning procedure where locations of a base process (often Poisson) are either kept (observed) or discarded (thinned). In…