Sampling distributions and estimation for multi-type Branching Processes

05/11/2023
by   Gonzalo Contador, et al.
0

Consider a multi-dimensional supercritical branching process with offspring distribution in a parametric family. Here, each vector coordinate corresponds to the number of offspring of a given type. The process is observed under family-size sampling: a random sample is drawn, each individual reporting its vector of brood sizes. In this work, we show that the set in which no siblings are sampled (so that the sample can be considered independent) has probability converging to one under certain conditions on the sampling size. Furthermore, we show that the sampling distribution of the observed sizes converges to the product of identical distributions, hence developing a framework for which the process can be considered iid, and the usual methods for parameter estimation apply. We provide asymptotic distributions for the resulting estimators.

READ FULL TEXT
research
05/02/2022

Parameter estimation for reflected OU processes

In this paper, we investigate the parameter estimation problem for refle...
research
04/06/2018

On the sample autocovariance of a Lévy driven moving average process when sampled at a renewal sequence

We consider a Lévy driven continuous time moving average process X sampl...
research
02/25/2020

The Moran Genealogy Process

We give a novel representation of the Moran Genealogy Process, a continu...
research
12/22/2022

Censoring heavy-tail count distributions for parameters estimation with an application to stable distributions

Some families of count distributions do not have a closed form of the pr...
research
02/02/2023

Unsupervised Learning of Sampling Distributions for Particle Filters

Accurate estimation of the states of a nonlinear dynamical system is cru...
research
08/31/2018

Asymptotic Seed Bias in Respondent-driven Sampling

Respondent-driven sampling (RDS) collects a sample of individuals in a n...
research
01/15/2019

Optimal acceptance sampling for modules F and F1 of the European Measuring Instruments Directive

Acceptance sampling plans offered by ISO 2859-1 are far from optimal und...

Please sign up or login with your details

Forgot password? Click here to reset