Abstract
Under a first order moment condition on the immigration mechanism, we show that an appropriately scaled supercritical and irreducible multi-type continuous state and continuous time branching process with immigration (CBI process) converges almost surely. If an x log(x) moment condition on the branching mechanism does not hold, then the limit is zero. If this x log(x) moment condition holds, then we prove L1 convergence as well. The projection of the limit on any left non-Perron eigenvector of the branching mean matrix is vanishing. If, in addition, a suitable extra power moment condition on the branching mechanism holds, then we provide the correct scaling for the projection of a CBI process on certain left non-Perron eigenvectors of the branching mean matrix in order to have almost sure and L1 limit. Moreover, under a second order moment condition on the branching and immigration mechanisms, we prove L2 convergence of an appropriately scaled process and the above-mentioned projections as well. A representation of the limits is also provided under the same moment conditions.
Similar content being viewed by others
References
Athreya K B. Limit theorems for multitype continuous time Markov branching processes. II: The case of an arbitrary linear functional. Z Wahrscheinlichkeitstheorie Verw Gebiete, 1969, 13: 204–214.
Athreya K B. Some refinements in the theory of supercritical multitype Markov branching processes. Z Wahrscheinlichkeitstheorie Verw Gebiete, 1971, 20: 47–57.
Athreya K B, Ney P E. Branching Processes. Mineola: Dover Publications, 2004
Badalbaev I S, Mukhitdinov A. Limit distributions of some functionals in multitype branching processes. Theory Probab Appl, 1991, 35: 625–638.
Barczy M, Li Z, Pap G. Stochastic differential equation with jumps for multi-type continuous state and continuous time branching processes with immigration. ALEA Lat Am J Probab Math Stat, 2015, 12: 129–169.
Barczy M, Li Z, Pap G. Moment formulas for multi-type continuous state and continuous time branching processes with immigration. J Theoret Probab, 2016, 29: 958–995.
Barczy M, Palau S, Pap G. Almost sure, L1- and L2-growth behavior of supercritical multi-type continuous state and continuous time branching processes with immigration. ArXiv:1803.10176, 2018
Barczy M, Pap G. Asymptotic behavior of critical, irreducible multi-type continuous state and continuous time branching processes with immigration. Stoch Dyn, 2016, 16: 1650008
Chen Z-Q, Ren Y-X, Song R. L log L criterion for a class of multitype superdiffusions with non-local branching mechanisms. Sci China Math, 2019, 62: 1439–1462.
Duffie D, Filipović D, Schachermayer W. Affine processes and applications in finance. Ann Appl Probab, 2003, 13: 984–1053.
Horn R A, Johnson C R. Matrix Analysis, 2nd ed. Cambridge: Cambridge University Press, 2013
Ikeda N, Watanabe S. Stochastic Differential Equations and Diffusion Processes, 2nd ed. North-Holland Mathematical Library, vol. 24. Amsterdam: North-Holland; Tokyo: Kodansha Ltd, 1989
Kaplan, N. The supercritical p-dimensional Galton-Watson process with immigration. Math Biosci, 1974, 22: 1–18.
Kesten H, Stigum B P. Additional limit theorems for indecomposable multidimensional Galton-Watson processes. Ann Math Statist, 1966, 37: 1463–1481.
Kyprianou A E, Palau S, Ren Y-X. Almost sure growth of supercritical multi-type continuous-state branching process. ALEA Lat Am J Probab Math Stat, 2018, 15: 409–428.
Li Z. Measure-Valued Branching Markov Processes. Heidelberg: Springer-Verlag, 2011
Li Z, Ma C. Asymptotic properties of estimators in a stable Cox-Ingersoll-Ross model. Stochastic Process Appl, 2015, 125: 3196–3233.
Marks R, Miłoś P. CLT for supercritical branching processes with heavy-tailed branching law. ArXiv:1803.05491v2, 2018
Ren Y-X, Song R, Sun Z, et al. Stable central limit theorems for super Ornstein-Uhlenbeck processes. ArX-iv:1903.03751v1, 2019
Ren Y-X, Song R, Yang T. Spine decomposition and L log L criterion for superprocesses with non-local branching mechanisms. ArXiv:1609.02257v1, 2016
Ren Y-X, Song R, Zhang R. Central limit theorems for supercritical branching Markov processes. J Funct Anal, 2014, 266: 1716–1756.
Ren Y-X, Song R, Zhang R. On properties of a class of strong limits for supercritical superprocesses. ArXiv: 1803.02973v2, 2018
Ren Y-X, Song R, Zhang R. Supercritical superprocesses: Proper normalization and non-degenerate strong limit. Sci China Math, 2019, 62: 1519–1552.
Xu W. Parameter estimation in two-type continuous-state branching processes with immigration. Statist Probab Lett, 2014, 91: 124–134.
Acknowledgements
The first author was supported by the János Bolyai Research Scholarship of the Hungarian Academy of Sciences. The second author was supported by the Royal Society Newton International Fellowship and the EU-funded Hungarian (Grant No. EFOP-3.6.1-16-2016-00008). The authors thank the referees for their comments that helped them to improve the paper.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Barczy, M., Palau, S. & Pap, G. Almost sure, L1- and L2-growth behavior of supercritical multi-type continuous state and continuous time branching processes with immigration. Sci. China Math. 63, 2089–2116 (2020). https://doi.org/10.1007/s11425-019-1552-1
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11425-019-1552-1
Keywords
- multi-type continuous state and continuous time branching processes with immigration
- almost sure
- L1- and L2-growth behaviour