Bernoulli

Small deviations of stable processes and entropy of the associated random operators

Frank Aurzada, Mikhail Lifshits, and Werner Linde
Source: Bernoulli Volume 15, Number 4 (2009), 1305-1334.

Abstract

We investigate the relation between the small deviation problem for a symmetric α-stable random vector in a Banach space and the metric entropy properties of the operator generating it. This generalizes former results due to Li and Linde and to Aurzada. It is shown that this problem is related to the study of the entropy numbers of a certain random operator. In some cases, an interesting gap appears between the entropy of the original operator and that of the random operator generated by it. This phenomenon is studied thoroughly for diagonal operators. Basic ingredients here are techniques related to random partitions of the integers. The main result concerning metric entropy and small deviations allows us to determine or provide new estimates for the small deviation rate for several symmetric α-stable random processes, including unbounded Riemann–Liouville processes, weighted Riemann–Liouville processes and the (d-dimensional) α-stable sheet.

First Page: Show Hide
Full-text: Access denied (no subscription detected)
We're sorry, but we are unable to provide you with the full text of this article because we are not able to identify you as a subscriber.
If you have a personal subscription to this journal, then please login. If you are already logged in, then you may need to update your profile to register your subscription. Read more about accessing full-text
Links and Identifiers

Permanent link to this document: http://projecteuclid.org/euclid.bj/1262962237
Digital Object Identifier: doi:10.3150/09-BEJ212
Mathematical Reviews number (MathSciNet): MR2597594
Zentralblatt MATH identifier: 05816143

References

Artstein, S., Milman, V. and Szarek, S.J. (2004). Duality of metric entropy. Ann. of Math. 159 1313–1328.
Mathematical Reviews (MathSciNet): MR2113023
Zentralblatt MATH: 1072.52001
Digital Object Identifier: doi:10.4007/annals.2004.159.1313
Aurzada, F. (2007a). On the lower tail probabilities of some random sequences in lp. J. Theoret. Probab. 20 843–858.
Mathematical Reviews (MathSciNet): MR2359058
Zentralblatt MATH: 1140.60012
Digital Object Identifier: doi:10.1007/s10959-007-0095-9
Aurzada, F. (2007b). Metric entropy and the small deviation problem for stable processes. Probab. Math. Statist. 27 261–274.
Mathematical Reviews (MathSciNet): MR2445997
Zentralblatt MATH: 1136.60033
Aurzada, F. and Simon, T. (2007). Small ball probabilities for stable convolutions. ESAIM Probab. Stat. 11 327–343.
Mathematical Reviews (MathSciNet): MR2339296
Zentralblatt MATH: 1184.60010
Digital Object Identifier: doi:10.1051/ps:2007022
Aurzada, F. and Lifshits, M. (2008). Small deviation probability via chaining. Stochastic Process. Appl. 118 2344–2368.
Mathematical Reviews (MathSciNet): MR2474354
Zentralblatt MATH: 1155.60013
Digital Object Identifier: doi:10.1016/j.spa.2008.01.005
Belinsky, E.S. (1998). Estimates of entropy numbers and Gaussian measures for classes of functions with bounded mixed derivative. J. Approx. Theory 93 114–127.
Mathematical Reviews (MathSciNet): MR1612794
Zentralblatt MATH: 0904.41016
Digital Object Identifier: doi:10.1006/jath.1997.3157
Borovkov, A.A. and Mogul’skiĭ, A.A. (1991). On probabilities of small deviations for stochastic processes. Siberian Adv. Math. 1 39–63.
Carl, B. and Stephani, I. (1990). Entropy, Compactness and the Approximation of Operators. Cambridge Tracts in Mathematics 98. Cambridge: Cambridge Univ. Press.
Mathematical Reviews (MathSciNet): MR1098497
Dunker, T., Kühn, T., Lifshits, M.A. and Linde, W. (1999). Metric entropy of integration operators and small ball probabilities for the Brownian sheet. J. Approx. Theory 101 63–77.
Kühn, T. (2005). Entropy numbers of general diagonal operators. Rev. Mat. Complut. 18 479–491.
Kuelbs, J. and Li, W.V. (1993). Metric entropy and the small ball problem for Gaussian measures. J. Funct. Anal. 116 133–157.
Mathematical Reviews (MathSciNet): MR1237989
Zentralblatt MATH: 0799.46053
Digital Object Identifier: doi:10.1006/jfan.1993.1107
Li, W.V. and Linde, W. (1999). Approximation, metric entropy and small ball estimates for Gaussian measures. Ann. Probab. 27 1556–1578.
Mathematical Reviews (MathSciNet): MR1733160
Zentralblatt MATH: 0983.60026
Digital Object Identifier: doi:10.1214/aop/1022677459
Project Euclid: euclid.aop/1022677459
Li, W.V. and Linde, W. (2004). Small deviations of stable processes via metric entropy. J. Theoret. Probab. 17 261–284.
Mathematical Reviews (MathSciNet): MR2054588
Zentralblatt MATH: 1057.60047
Digital Object Identifier: doi:10.1023/B:JOTP.0000020484.26184.c4
Lifshits, M.A. and Linde, W. (2002). Approximation and entropy of Volterra operators with application to Brownian motion. Mem. Amer. Math. Soc. 745 1–87.
Mathematical Reviews (MathSciNet): MR1895252
Zentralblatt MATH: 0999.47034
Lifshits, M.A. and Simon, T. (2005). Small deviations for fractional stable processes. Ann. Inst. H. Poincaré Probab. Statist. 41 725–752.
Mathematical Reviews (MathSciNet): MR2144231
Zentralblatt MATH: 1070.60042
Digital Object Identifier: doi:10.1016/j.anihpb.2004.05.004
Linde, W. (1986). Probability in Banach Spaces – Stable and Infinitely Divisible Distributions. Chichester: Wiley.
Mathematical Reviews (MathSciNet): MR874529
Zentralblatt MATH: 0665.60005
Marcus, M.B. and Pisier, G. (1984). Characterizations of almost surely continuous p-stable random Fourier series and strongly stationary processes. Acta Math. 152 245–301.
Mathematical Reviews (MathSciNet): MR741056
Zentralblatt MATH: 0547.60047
Digital Object Identifier: doi:10.1007/BF02392199
Mogul’skiĭ, A.A. (1974). Small deviations in a space of trajectories. Theory Probab. Appl. 19 726–736 (Russian), 755–765 (English).
Mathematical Reviews (MathSciNet): MR370701
Ryznar, M. (1986). Asymptotic behaviour of stable seminorms near the origin. Ann. Probab. 14 287–298.
Mathematical Reviews (MathSciNet): MR815971
Zentralblatt MATH: 0591.60007
Digital Object Identifier: doi:10.1214/aop/1176992628
Project Euclid: euclid.aop/1176992628
Sztencel, R. (1984). On the lower tail of stable seminorms. Bull. Pol. Acad. Sci. Math. 32 715–719.
Mathematical Reviews (MathSciNet): MR786196
Zentralblatt MATH: 0558.60020
Samorodnitsky, G. and Taqqu, M.S. (1994). Stable non-Gaussian Random Processes. New York: Chapman & Hall.
Mathematical Reviews (MathSciNet): MR1280932
Zentralblatt MATH: 0925.60027
Tortrat, A. (1976). Lois e(λ) dans les espaces vectoriels et lois stables. Z. Wahrsch. Verw. Gebiete 37 175–182.
Mathematical Reviews (MathSciNet): MR428371
Digital Object Identifier: doi:10.1007/BF00536779
Vakhania, N.N., Tarieladze, V.I. and Chobanjan, S.A. (1985). Probability Distributions in Banach Spaces. Moscow: Nauka.
Mathematical Reviews (MathSciNet): MR787803
Zentralblatt MATH: 0572.60003

2012 © Bernoulli Society for Mathematical Statistics and Probability

Bernoulli

Bernoulli

Turn MathJax Off
What is MathJax?