Regeneration in Random Combinatorial Structures
Alexander V. Gnedin

TL;DR
This paper advances the theory of Kingman's partition structures by exploring regenerative properties and asymptotic features of ordered and enriched combinatorial models, extending classical results like the Ewens-Pitman family.
Contribution
It introduces the concept of regeneration into Kingman's structures, extending the class of models and analyzing their asymptotic behavior and regenerative properties.
Findings
Regenerative properties of Ewens-Pitman partitions analyzed
Asymptotic features of regenerative compositions studied
Extended models with ordered categories developed
Abstract
Theory of Kingman's partition structures has two culminating points: the general paintbox representation, relating finite partitions to hypothetical infinite populations via a natural sampling procedure, known as Kingman's paintbox; a central example of the theory - the Ewens-Pitman two-parameter family of partitions. In these notes we further develop the theory by passing to structures enriched by the order on the collection of categories; extending the class of tractable models by exploring the idea of regeneration; analysing regenerative properties of the Ewens-Pitman partitions; studying asymptotic features of the regenerative compositions.
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Taxonomy
TopicsBayesian Methods and Mixture Models · Stochastic processes and statistical mechanics · Statistical Distribution Estimation and Applications
