Some almost sure results for unbounded functions of intermittent maps and their associated Markov chains
Annales de l'I.H.P. Probabilités et statistiques, Tome 46 (2010) no. 3, pp. 796-821.

On considère une classe de transformations dilatantes T de [0, 1] ayant un point fixe neutre, ainsi que les chaînes de Markov associées Yi, dont le noyau de transition est l'opérateur de Perron-Frobenius de T par rapport à l'unique mesure de probabilité T-invariante possédant une densité. On montre une loi du logarithme itéré bornée pour les sommes partielles de fTi, lorsque f appartient à une classe de fonctions non bornées. Pour la même classe, on montre un principe d'invariance fort pour les sommes partielles de f(Yi). Lorsqu'on élargit la classe de fonctions, jusqu'à inclure des fonctions f pour lesquelles les sommes partielles de fTi appartiennent au domaine d'attraction normal d'une loi stable d'indice p∈(1, 2), on montre que les vitesses de convergence dans la loi forte des grands nombres sont les même que dans le cas i.i.d. correspondant.

We consider a large class of piecewise expanding maps T of [0, 1] with a neutral fixed point, and their associated Markov chains Yi whose transition kernel is the Perron-Frobenius operator of T with respect to the absolutely continuous invariant probability measure. We give a large class of unbounded functions f for which the partial sums of fTi satisfy both a central limit theorem and a bounded law of the iterated logarithm. For the same class, we prove that the partial sums of f(Yi) satisfy a strong invariance principle. When the class is larger, so that the partial sums of fTi may belong to the domain of normal attraction of a stable law of index p∈(1, 2), we show that the almost sure rates of convergence in the strong law of large numbers are the same as in the corresponding i.i.d. case.

DOI : 10.1214/09-AIHP343
Classification : 37E05, 37C30, 60F15
Mots-clés : intermittency, almost sure convergence, law of the iterated logarithm, strong invariance principle
@article{AIHPB_2010__46_3_796_0,
     author = {Dedecker, J. and Gou\"ezel, S. and Merlev\`ede, F.},
     title = {Some almost sure results for unbounded functions of intermittent maps and their associated {Markov} chains},
     journal = {Annales de l'I.H.P. Probabilit\'es et statistiques},
     pages = {796--821},
     publisher = {Gauthier-Villars},
     volume = {46},
     number = {3},
     year = {2010},
     doi = {10.1214/09-AIHP343},
     mrnumber = {2682267},
     zbl = {1206.60032},
     language = {en},
     url = {http://www.numdam.org/articles/10.1214/09-AIHP343/}
}
TY  - JOUR
AU  - Dedecker, J.
AU  - Gouëzel, S.
AU  - Merlevède, F.
TI  - Some almost sure results for unbounded functions of intermittent maps and their associated Markov chains
JO  - Annales de l'I.H.P. Probabilités et statistiques
PY  - 2010
SP  - 796
EP  - 821
VL  - 46
IS  - 3
PB  - Gauthier-Villars
UR  - http://www.numdam.org/articles/10.1214/09-AIHP343/
DO  - 10.1214/09-AIHP343
LA  - en
ID  - AIHPB_2010__46_3_796_0
ER  - 
%0 Journal Article
%A Dedecker, J.
%A Gouëzel, S.
%A Merlevède, F.
%T Some almost sure results for unbounded functions of intermittent maps and their associated Markov chains
%J Annales de l'I.H.P. Probabilités et statistiques
%D 2010
%P 796-821
%V 46
%N 3
%I Gauthier-Villars
%U http://www.numdam.org/articles/10.1214/09-AIHP343/
%R 10.1214/09-AIHP343
%G en
%F AIHPB_2010__46_3_796_0
Dedecker, J.; Gouëzel, S.; Merlevède, F. Some almost sure results for unbounded functions of intermittent maps and their associated Markov chains. Annales de l'I.H.P. Probabilités et statistiques, Tome 46 (2010) no. 3, pp. 796-821. doi : 10.1214/09-AIHP343. http://www.numdam.org/articles/10.1214/09-AIHP343/

[1] E. Berger. An almost sure invariance principle for stationary ergodic sequences of Banach space valued random variables. Probab. Theory Related Fields 84 (1990) 161-201. | MR | Zbl

[2] J. Dedecker and F. Merlevède. Convergence rates in the law of large numbers for Banach-valued dependent variables. Teor. Veroyatn. Primen. 52 (2007) 562-587. | MR | Zbl

[3] J. Dedecker and C. Prieur. Some unbounded functions of intermittent maps for which the central limit theorem holds. ALEA Lat. Am. J. Probab. Math. Stat. 5 (2009) 29-45. | MR | Zbl

[4] J. Dedecker and E. Rio. On mean central limit theorems for stationary sequences. Ann. Inst. H. Poincaré Probab. Statist. 44 (2008) 693-726. | Numdam | MR | Zbl

[5] C.-G. Esseen and S. Janson. On moment conditions for normed sums of independent variables and martingale differences. Stochastic Process. Appl. 19 (1985) 173-182. | MR | Zbl

[6] W. Feller. An Introduction to Probability Theory and Its Applications. Vol. II. Wiley, New York-London-Sydney, 1966. | MR | Zbl

[7] W. Feller. An extension of the law of the iterated logarithm to variables without variance. J. Math. Mech. 18 (1968) 343-355. | MR | Zbl

[8] M. I. Gordin. Abstracts of communication, T.1:A-K. In International Conference on Probability Theory, Vilnius, 1973.

[9] S. Gouëzel. Central limit theorem and stable laws for intermittent maps. Probab. Theory Related Fields 128 (2004) 82-122. | MR | Zbl

[10] S. Gouëzel. Sharp polynomial estimates for the decay of correlations. Israel J. Math. 139 (2004) 29-65. | MR | Zbl

[11] S. Gouëzel. Vitesse de décorrélation et théorèmes limites pour les applications non uniformément dilatantes. Thèse 7526, l'Université Paris Sud, 2004.

[12] S. Gouëzel. A Borel-Cantelli lemma for intermittent interval maps. Nonlinearity 20 (2007) 1491-1497. | MR | Zbl

[13] H. Hennion and L. Hervé. Limit Theorems for Markov Chains and Stochastic Properties of Dynamical Systems by Quasi-Compactness. Lecture Notes in Math. 1766. Springer, Berlin, 2001. | MR | Zbl

[14] C. C. Heyde. A note concerning behaviour of iterated logarithm type. Proc. Amer. Math. Soc. 23 (1969) 85-90. | MR | Zbl

[15] F. Hofbauer and G. Keller. Ergodic properties of invariant measures for piecewise monotonic transformations. Math. Z. 180 (1982) 119-140. | EuDML | MR | Zbl

[16] C. Liverani, B. Saussol and S. Vaienti. A probabilistic approach to intermittency. Ergodic Theory Dynam. Systems 19 (1999) 671-685. | MR | Zbl

[17] I. Melbourne and M. Nicol. Almost sure invariance principle for nonuniformly hyperbolic systems. Commun. Math. Phys. 260 (2005) 131-146. | MR | Zbl

[18] F. Merlevède. On a maximal inequality for strongly mixing random variables in Hilbert spaces. Application to the compact law of the iterated logarithm. Publ. Inst. Stat. Univ. Paris 12 (2008) 47-60. | MR

[19] W. Philipp and W. F. Stout. Almost Sure Invariance Principle for Partial Sums of Weakly Dependent Random Variables. Mem. Amer. Math. Soc. 161. Amer. Math. Soc., Providence, RI, 1975. | Zbl

[20] I. Pinelis. Optimum bounds for the distributions of martingales in Banach spaces. Ann. Probab. 22 (1994) 1679-1706. | MR | Zbl

[21] Y. Pomeau and P. Manneville. Intermittent transition to turbulence in dissipative dynamical systems. Commun. Math. Phys. 74 (1980) 189-197. | MR | Zbl

[22] E. Rio. The functional law of the iterated logarithm for stationary strongly mixing sequences. Ann. Probab. 23 (1995) 1188-1203. | MR | Zbl

[23] E. Rio. Théorie asymptotique des processus aléatoires faiblement dépendants. Mathématiques et applications de la SMAI 31. Springer, Berlin, 2000. | MR | Zbl

[24] M. Rosenblatt. A central limit theorem and a strong mixing condition. Proc. Natl. Acad. Sci. USA 42 (1956) 43-47. | MR | Zbl

[25] O. Sarig. Subexponential decay of correlations. Invent. Math. 150 (2002) 629-653. | MR | Zbl

[26] W. F. Stout. Almost Sure Convergence. Academic Press, New-York, 1974. | MR | Zbl

[27] D. Volný and P. Samek. On the invariance principle and the law of iterated logarithm for stationary processes. In Mathematical Physics and Stochastic Analysis 424-438. World Scientific., River Edge, 2000. | MR | Zbl

[28] L.-S. Young. Recurrence times and rates of mixing. Israel J. Math. 110 (1999) 153-188. | MR | Zbl

[29] R. Zweimüller. Ergodic structure and invariant densities of non-Markovian interval maps with indifferent fixed points. Nonlinearity 11 (1998) 1263-1276. | MR | Zbl

Cité par Sources :