Literature DB >> 25598541

ON CLASSES OF EQUIVALENCE AND IDENTIFIABILITY OF AGE-DEPENDENT BRANCHING PROCESSES.

Rui Chen1, Ollivier Hyrien1.   

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


  3 in total

1.  A nonlinear structured population model of tumor growth with quiescence.

Authors:  M Gyllenberg; G F Webb
Journal:  J Math Biol       Date:  1990       Impact factor: 2.259

2.  A stochastic model to analyze clonal data on multi-type cell populations.

Authors:  Ollivier Hyrien; Margot Mayer-Pröschel; Mark Noble; Andrei Yakovlev
Journal:  Biometrics       Date:  2005-03       Impact factor: 2.571

3.  Do cells cycle?

Authors:  J A Smith; L Martin
Journal:  Proc Natl Acad Sci U S A       Date:  1973-04       Impact factor: 11.205

  3 in total

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