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

被引:0
|
作者
Chen, Rui [1 ]
Hyrien, Ollivier [1 ]
机构
[1] Univ Rochester, Dept Biostat & Computat Biol, Rochester, NY 14642 USA
关键词
Identifiability; Bellman-Harris process; Sevastyanov process; Smith-Martin process; MODEL;
D O I
暂无
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
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 can be used 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 (nonexponential) gamma-distributed lifespans are identifiable and that Smith-Martin processes are not always identifiable.
引用
收藏
页码:704 / 718
页数:15
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