The pseudolikelihood for general spatial point processes including marked point processes is derived, and some of its properties are investigated. In particular, we prove consistency of the maximum pseudolikelihood estimates for Markov processes of finite range.
"Pseudolikelihood for Exponential Family Models of Spatial Point Processes." Ann. Appl. Probab. 1 (3) 445 - 461, August, 1991. https://doi.org/10.1214/aoap/1177005877