Abstract
Under minimal condition, we prove the local convergence of a critical multi-type Galton–Watson tree conditioned on having a large total progeny by types toward a multi-type Kesten’s tree. We obtain the result by generalizing Neveu’s strong ratio limit theorem for aperiodic random walks on \(\mathbb {Z}^d\).
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Abraham, R., Delmas, J.-F.: Local limits of conditioned Galton–Watson trees: the condensation case. Electron. J. Probab. 19(56), 1–29 (2014)
Abraham, R., Delmas, J.-F.: Local limits of conditioned Galton–Watson trees: the infinite spine case. Electron. J. Probab. 19(2), 1–19 (2014)
Athreya, K.B., Ney, P.E.: Branching Processes. Springer, Berlin (1972)
Auslender, A., Teboulle, M.: Asymptotic Cones and Functions in Optimization and Variational Inequalities. Springer, Berlin (2006)
Chaumont, L., Liu, R.: Coding multitype forests: application to the law of the total population of branching forests. Trans. Am. Math. Soc. 368, 2723–2747 (2016)
Delmas, J.-F., Hénard, O.: A Williams decomposition for spatially dependent superprocesses. Electron. J. Probab. 18(37), 1–43 (2013)
Gnedenko, B.V.: On a local limit theorem of the theory of probability. Uspekhi Mat. Nauk 3(3), 187–194 (1948)
Gnedenko, B.V., Kolmogorov, A.N.: Limit Distributions for Sums of Independent Random Variables. English translation, Addison-Wesley, Cambridge (1954)
He, X.: Conditioning Galton–Watson trees on large maximal out-degree. J. Theor. Probab. (2016). doi:10.1007/s10959-016-0664-x
Hiriart-Urruty, J.-B., Lemaréchal, C.: Fundamentals of Convex Analysis. Springer, Berlin (2001)
Hoeffding, W.: Probability inequalities for sums of bounded random variables. J. Am. Stat. Assoc. 58(301), 13–30 (1963)
Janson, S.: Simply generated trees, conditioned Galton–Watson trees, random allocations and condensation. Probab. Surv. 9, 103–252 (2012)
Jonnson, T., Stefansson, S.: Condensation in nongeneric trees. J. Stat. Phys. 142, 277–313 (2011)
Kesten, H.: Subdiffusive behavior of random walk on a random cluster. Ann. de l’Inst. Henri Poincaré 22, 425–487 (1986)
Kurtz, T., Lyons, R., Pemantle, R., Peres, Y.: A conceptual proof of the Kesten-Stigum theorem for multi-type branching processes. In: Classical and modern branching processes (Minneapolis, 1994), volume 84 of IMA Vol. Math. Appl., pp. 181–185. Springer (1997)
Luis, J.A.L.-M., Gorostiza, G.: The multitype measure branching process. Adv. Appl. Probab. 22(1), 49–67 (1990)
Miermont, G.: Invariance principles for spatial multitype Galton–Watson trees. Ann. Inst. H. Poincaré Probab. Statist 44, 1128–1161 (2007)
Neveu, J.: Sur le théorème ergodique de Chung-Erdős. C. R. Acad. Sci. Paris 257, 2953–2955 (1963)
Pénisson, S.: Beyond Q-process: various ways of conditioning the multitype Galton–Watson process. ALEA 13, 223–237 (2016)
Rizzolo, D.: Scaling limits of Markov branching trees and Galton–Watson trees conditioned on the number of vertices with out-degree in a given set. Ann. de l’Inst. Henri Poincaré 51(2), 512–532 (2015)
Rockafellar, R.T.: Convex Analysis. Princeton Landmarks in Mathematics. Princeton University Press, Princeton (1997)
Rvaceva, E.: On domains of attraction of multi-dimensional distributions. Sel. Transl. Math. Stat. Probab. 2, 183–205 (1961)
Spitzer, F.: Principles of Random Walk. Springer, Berlin (2013)
Stephenson, R.: Local convergence of large critical multi-type Galton-Watson trees and applications to random maps. J. Theor. Probab. (2016). doi:10.1007/s10959-016-0707-3
Stone, C.: On local and ratio limit theorems. In: Proceedings of the Fifth Berkeley Symposium on Mathematical Statistics and Probability, vol. 2, no. (part II), pp. 217–224. University of California Press, Berkeley, Los Angeles (1966)
Acknowledgements
The authors would like to thank Jean-Philippe Chancelier for pointing out the references on convex analysis and his valuable advice as well as the two anonymous referees for their comments and suggestions. H. Guo would like to express her gratitude to J.-F. Delmas for his help during her stay at CERMICS. The research has also been supported by the ANR-14-CE25-0014 (ANR GRAAL).
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Abraham, R., Delmas, JF. & Guo, H. Critical Multi-type Galton–Watson Trees Conditioned to be Large. J Theor Probab 31, 757–788 (2018). https://doi.org/10.1007/s10959-016-0739-8
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DOI: https://doi.org/10.1007/s10959-016-0739-8