Dans cet article, nous considérons des processus de renouvellement markovien à queues lourdes. Nous montrons que, convenablement renormalisés, ils convergent vers l’ensemble régénératif d’indice . Nous appliquons ces résultats à un modèle d’accrochage dans une bande. Dans ce modèle, une marche aléatoire , contrainte à rester au-dessus d’un mur, est récompensée ou pénalisée lorsqu’est atteinte la bande où est un réel strictement positif. La convergence que nous établissons permet de caractériser les limites d’échelle de ce modèle au point critique.
In this paper we consider heavy tailed Markov renewal processes and we prove that, suitably renormalised, they converge in law towards the -stable regenerative set. We then apply these results to the strip wetting model which is a random walk constrained above a wall and rewarded or penalized when it hits the strip where is a given positive number. The convergence result that we establish allows to characterize the scaling limit of this process at criticality.
Mots clés : Heavy tailed Markov renewals processes, scaling limits, fluctuation theory for random walks, regenerative sets
@article{AIHPB_2013__49_2_483_0, author = {Sohier, Julien}, title = {The scaling limits of a heavy tailed {Markov} renewal process}, journal = {Annales de l'I.H.P. Probabilit\'es et statistiques}, pages = {483--505}, publisher = {Gauthier-Villars}, volume = {49}, number = {2}, year = {2013}, doi = {10.1214/11-AIHP456}, mrnumber = {3088378}, zbl = {1271.60095}, language = {en}, url = {http://www.numdam.org/articles/10.1214/11-AIHP456/} }
TY - JOUR AU - Sohier, Julien TI - The scaling limits of a heavy tailed Markov renewal process JO - Annales de l'I.H.P. Probabilités et statistiques PY - 2013 SP - 483 EP - 505 VL - 49 IS - 2 PB - Gauthier-Villars UR - http://www.numdam.org/articles/10.1214/11-AIHP456/ DO - 10.1214/11-AIHP456 LA - en ID - AIHPB_2013__49_2_483_0 ER -
%0 Journal Article %A Sohier, Julien %T The scaling limits of a heavy tailed Markov renewal process %J Annales de l'I.H.P. Probabilités et statistiques %D 2013 %P 483-505 %V 49 %N 2 %I Gauthier-Villars %U http://www.numdam.org/articles/10.1214/11-AIHP456/ %R 10.1214/11-AIHP456 %G en %F AIHPB_2013__49_2_483_0
Sohier, Julien. The scaling limits of a heavy tailed Markov renewal process. Annales de l'I.H.P. Probabilités et statistiques, Tome 49 (2013) no. 2, pp. 483-505. doi : 10.1214/11-AIHP456. http://www.numdam.org/articles/10.1214/11-AIHP456/
[1] Applied Probability and Queues, 2nd edition. Applications of Stochastic Modelling and Applied Probability 51. Springer, New York, 2003. | MR | Zbl
.[2] Subordinators: Examples and applications. In Lectures on Probability Theory and Statistics (Saint-Flour, 1997) 1-91. Lecture Notes in Math. 1717. Springer, Berlin, 1999. | MR | Zbl
.[3] Handbook of Brownian Motion - Facts and Formulae, 2nd edition. Probability and Its Applications. Birkhäuser, Basel, 2002. | MR | Zbl
and .[4] Pinning and wetting transition for -dimensional fields with Laplacian interaction. Ann. Probab. 36 (2008) 2388-2433. | MR | Zbl
and .[5] Scaling limits of -dimensional pinning models with Laplacian interaction. Ann. Probab. 37 (2009) 903-945. | MR | Zbl
and .[6] Tightness conditions for polymer measures. Preprint, 2007. Available at arXiv.org:math/0702331.
, and .[7] Sharp asymptotic behavior for wetting models in -dimension. Electron. J. Probab. 11 (2006) 345-362 (electronic). | MR | Zbl
, and .[8] Infinite volume limits of polymer chains with periodic charges. Markov Process. Related Fields 13 (2007) 697-730. | MR | Zbl
, and .[9] Some joint distributions for Markov renewal processes. Aust. N. Z. J. Stat. 10 (1968) 8-20. | MR | Zbl
.[10] Continuous model for homopolymers. J. Funct. Anal. 256 (2009) 2656-2696. | MR | Zbl
, , and .[11] Scaling limits of equilibrium wetting models in -dimension. Probab. Theory Related Fields 132 (2005) 471-500. | MR | Zbl
, and .[12] One-sided local large deviation and renewal theorems in the case of infinite mean. Probab. Theory Related Fields 107 (1997) 451-465. | MR | Zbl
.[13] Local behavior of first passage probabilities. Probab. Theory Related Fields 5 (2010) 299-315. | MR | Zbl
.[14] An Introduction to Probability Theory and Its Applications, Vol. II, 2nd edition. Wiley, New York, 1971. | MR | Zbl
.[15] Intersections and limits of regenerative sets. Z. Wahrsch. Verw. Gebiete 70 (1985) 157-173. | MR | Zbl
, and .[16] Random Polymer Models. Imperial College Press, London, 2007. | MR | Zbl
.[17] Empirical estimators for semi-Markov processes. Math. Meth. Statist. 5 (1996) 299-315. | MR | Zbl
and .[18] Processus semi-markoviens. In Proceedings of the International Congress of Mathematicians, 1954, Amsterdam, Vol. III 416-426. Erven P. Noordhoff N.V., Groningen, 1956. | MR | Zbl
.[19] Markov renewal processes with finitely many states. Ann. Math. Statist. 32 (1961) 1243-1259. | MR | Zbl
.[20] Limit theorems for Markov renewal processes. Ann. Math. Statist. 35 (1964) 1746-1764. | MR | Zbl
and .[21] Regenerative stochastic processes. Proc. R. Soc. Lond. Ser. A 232 (1955) 6-31. | MR | Zbl
.[22] A functional limit convergence towards Brownian excursion. Preprint, 2010. Available at arXiv.org:1012.0118.
.[23] On pinning phenomena and random walk fluctuation theory. Ph.D. thesis, Univ. Paris 7, France, 2010. Available at http://hal.archives-ouvertes.fr/tel-00534716/.
.[24] Quelques propriétés spectrales des opérateurs positifs. J. Funct. Anal. 72 (1987) 381-417. | MR | Zbl
.Cité par Sources :