Perron-Frobenius theory developed for irreducible non-negative kernels deals with so-called -positive recurrent kernels. If kernel is -positive recurrent, then the main result determines the limit of the scaled kernel iterations as . In the Nummelin’s monograph this important result is proven using a regeneration method whose major focus is on having an atom. In the special case when is a stochastic kernel with an atom, the regeneration method has an elegant explaination in terms of an associated split chain. In this paper we give a new probabilistic interpretation of the general regeneration method in terms of multi-type Galton-Watson processes producing clusters of particles. Treating clusters as macro-individuals, we arrive at a single-type Crump-Mode-Jagers process with a naturally embedded renewal structure.

生成讲解博客的中文版本

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