C. Palm's theory of spatial point processes relies heavily on measure theory in an abstract setting. A more gentle introduction is given in the lecture notes Conditioning in spatial point processes. Section 3, in particular, defines the Palm distribution on a finite set of points. This definition involves only elementary concepts.
Carlo Beenakker
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