| Literature DB >> 25598541 |
Abstract
Age-dependent branching processes are increasingly used in analyses of biological data. Despite being central to most statistical procedures, the identifiability of these models has not been studied. In this paper, we partition a family of age-dependent branching processes into equivalence classes over which the distribution of the population size remains identical. This result is applicable to study identifiability of the offspring and lifespan distributions for parametric families of branching processes. For example, we identify classes of Markov processes that are not identifiable. We show that age-dependent processes with (non-exponential) gamma distributed lifespan are identifiable and that Smith-Martin processes are not always identifiable.Entities:
Keywords: Bellman-Harris Process; Identifiability; Sevastyanov Process; Smith-Martin process
Year: 2014 PMID: 25598541 PMCID: PMC4294276 DOI: 10.1239/aap/1409319556
Source DB: PubMed Journal: Adv Appl Probab ISSN: 0001-8678 Impact factor: 0.690