New Zealand
Statistical Association
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David Vere-Jones Self-Similarity for Marked Point Process Models
Self-similarity won't work for simple point process models, because of the integer character of the realizations. But it can work for marked point processes if you consider the cumulative sum of marks as the relevant variable. The crucial question then is what features of the marked point process structure will give you self-similarity for this cumulative process.
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