Abstract
The likelihood procedure in estimating interaction potentials of spatial point patterns is developed for a set of point locations with attached marks, where the potential functions depend on the marks. Approximate log likelihood functions are derived under the assumption that the point patterns do not deviate much from the Poisson pattern in some sense. Some methods examining this assumption are provided. Analyses of ecological data sets are discussed through a model selection procedure.
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