A note on Bayesian logistic regression for spatial exponential family   Gibbs point processes
  Recently, a very attractive logistic regression inference method for exponential family Gibbs spatial point processes was introduced. We combined it with the technique of quadratic tangential variational approximation and derived a new Bayesian technique for analysing spatial point patterns. The technique is described in detail, and demonstrated on numerical examples. 
Tuomas Rajala
stat.OT stat.ME