Approximate modeling for supercritical Galton-Watson branching processes with compound Poisson-gamma distribution

We study asymptotic properties of supercritical Galton-Watson (GW) branching processes in the asymptotic where the mean of the offspring distribution approaches 1 from above. We show that the population-size distribution of the GW branching processes at a sufficiently large generation in this asymptotic can be approximated by a compound Poisson-gamma distribution. Numerical experiments revealed that the compound Poisson-gamma models were in good agreement with the corresponding GW models for sufficiently large generations under a reasonable parameter regime. Our results can be regarded as supporting the use of the compound Poisson-gamma model as a model for cascaded multiplication processes.

Authors

Institutions

Publication Details

Journal
Physical Review Research
Published
2026-01-13
DOI
https://doi.org/10.1103/w3yn-jpt5
Primary Topic
Stochastic processes and statistical mechanics
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Approximate modeling for supercritical Galton-Watson branching processes with compound Poisson-gamma distribution

K Uemura, Toshiyuki Tanaka, Tomoyuki Obuch
Physical Review Research
Stochastic processes and statistical mechanics
article

Approximate modeling for supercritical Galton-Watson branching processes with compound Poisson-gamma distribution

K Uemura, Toshiyuki Tanaka, Tomoyuki Obuch
article en

Abstract

We study asymptotic properties of supercritical Galton-Watson (GW) branching processes in the asymptotic where the mean of the offspring distribution approaches 1 from above. We show that the population-size distribution of the GW branching processes at a sufficiently large generation in this asymptotic can be approximated by a compound Poisson-gamma distribution. Numerical experiments revealed that the compound Poisson-gamma models were in good agreement with the corresponding GW models for sufficiently large generations under a reasonable parameter regime. Our results can be regarded as supporting the use of the compound Poisson-gamma model as a model for cascaded multiplication processes.

Physical Review ResearchVol. 8(1)
Kyoto University (JP)
Japan Society for the Promotion of Science, Core Research for Evolutional Science and Technology
Openalex Percentile: Top 97%
Stochastic processes and statistical mechanics
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.