The Annals of Probability

An almost sure invariance principle for the range of planar random walks

Richard F. Bass and Jay Rosen
Source: Ann. Probab. Volume 33, Number 5 (2005), 1856-1885.

Abstract

For a symmetric random walk in Z2 with 2+δ moments, we represent |ℛ(n)|, the cardinality of the range, in terms of an expansion involving the renormalized intersection local times of a Brownian motion. We show that for each k≥1

\[(\log n)^{k}\Biggl[\frac{1}{n}|\mathcal{R}(n)|+\sum_{j=1}^{k}(-1)^{j}\biggl(\frac{1}{2\pi}\log n+c_{X}\biggr)^{-j}\gamma_{j,n}\Biggr]\to 0\qquad\mbox{a.s.,}\]

where Wt is a Brownian motion, $W^{(n)}_{t}=W_{nt}/\sqrt{n}$, γj,n is the renormalized intersection local time at time 1 for W(n) and cX is a constant depending on the distribution of the random walk.

First Page: Show Hide
Full-text: Open access
Links and Identifiers

Permanent link to this document: http://projecteuclid.org/euclid.aop/1127395876
Digital Object Identifier: doi:10.1214/009117905000000215
Mathematical Reviews number (MathSciNet): MR2165582
Zentralblatt MATH identifier: 1085.60018

References

Bass, R. and Chen, X. (2004). Self-intersection local time: Critical exponent, large deviations and law of the iterated logarithm. Ann. Probab. 32 3221--3247.
Mathematical Reviews (MathSciNet): MR2094444
Digital Object Identifier: doi:10.1214/009117904000000504
Project Euclid: euclid.aop/1107883352
Zentralblatt MATH: 1075.60097
Bass, R. and Khoshnevisan, D. (1993). Strong approximations to Brownian local time. In Seminar on Stochastic Processes 1992 43--65. Birkhäuser, Boston.
Mathematical Reviews (MathSciNet): MR1278076
Bass, R. and Khoshnevisan, D. (1993). Intersection local times and Tanaka formulas. Ann. Inst. H. Poincaré Probab. Statist. 29 419--451.
Mathematical Reviews (MathSciNet): MR1246641
Bass, R. F. and Kumagai, T. (2002). Laws of the iterated logarithm for the range of random walks in two and three dimensions. Ann. Probab. 30 1369--1396.
Mathematical Reviews (MathSciNet): MR1920111
Digital Object Identifier: doi:10.1214/aop/1029867131
Project Euclid: euclid.aop/1029867131
Zentralblatt MATH: 1031.60031
Chen, X. and Rosen, J. (2002). Exponential asymptotics and law of the iterated logarithm for intersection local times of stable processes. Preprint.
Dvoretzky, A. and Erdös, P. (1951). Some problems on random walk in space. Proc. Second Berkeley Symp. Math. Statist. 352--367. Univ. California Press, Berkeley.
Mathematical Reviews (MathSciNet): MR47272
Zentralblatt MATH: 0044.14001
Dynkin, E. B. (1988). Self-intersection gauge for random walks and for Brownian motion. Ann. Probab. 16 1--57.
Mathematical Reviews (MathSciNet): MR920254
Dynkin, E. B. (1988). Regularized self-intersection local times of planar Brownian motion. Ann. Probab. 16 58--74.
Mathematical Reviews (MathSciNet): MR920255
Einmahl, U. (1987). A useful estimate in the multidimensional invariance principle. Probab. Theory Related Fields 76 81--101.
Mathematical Reviews (MathSciNet): MR899446
Digital Object Identifier: doi:10.1007/BF00390277
Zentralblatt MATH: 0608.60029
Hamana, Y. (1998). An almost sure invariance principle for the range of random walks. Stochastic Process. Appl. 78. 131--143.
Mathematical Reviews (MathSciNet): MR1657371
Digital Object Identifier: doi:10.1016/S0304-4149(98)00053-2
Zentralblatt MATH: 0934.60044
Jain, N. C. and Pruitt, W. E. (1970). The range of recurrent random walk in the plane. Z. Wahrsch. Verw. Gebiete 16 279--292.
Mathematical Reviews (MathSciNet): MR281266
Digital Object Identifier: doi:10.1007/BF00535133
Le Gall, J.-F. (1986). Propriétés d'intersection des marches aléatoires, I. Convergence vers le temps local d'intersection. Comm. Math. Phys. 104 471--507.
Mathematical Reviews (MathSciNet): MR840748
Digital Object Identifier: doi:10.1007/BF01210952
Le Gall, J.-F. (1990). Wiener sausage and self intersection local times. J. Funct. Anal. 88 299--341.
Mathematical Reviews (MathSciNet): MR1038444
Digital Object Identifier: doi:10.1016/0022-1236(90)90108-W
Zentralblatt MATH: 0697.60081
Le Gall, J.-F. (1992). Some properties of planar Brownian motion. École d'Été de Probabilités de St. Flour XX 1990. Lecture Notes in Math. 1527 112--234. Springer, Berlin.
Mathematical Reviews (MathSciNet): MR1229519
Zentralblatt MATH: 0779.60068
Le Gall, J.-F. and Rosen, J. (1991). The range of stable random walks. Ann. Probab. 19 650--705.
Mathematical Reviews (MathSciNet): MR1106281
Marcus, M. and Rosen, J. (1994). Laws of the iterated logarithm for the local times of symmetric Lévy processes and recurrent random walks. Ann. Probab. 22 626--659.
Mathematical Reviews (MathSciNet): MR1288125
Marcus, M. and Rosen, J. (1994). Laws of the iterated logarithm for the local times of recurrent random walks on $Z^2$ and of Lévy processes and random walks in the domain of attraction of Cauchy random variables. Ann. Inst. H. Poincaré 30 467--499.
Mathematical Reviews (MathSciNet): MR1288360
Marcus, M. and Rosen, J. (1999). Renormalized Self-Intersection Local Times and Wick Power Chaos Processes. Mem. Amer. Math. Soc. 142. Amer. Math. Soc., Providence, RI.
Mathematical Reviews (MathSciNet): MR1621400
Rosen, J. (1990). Random walks and intersection local time. Ann. Probab. 18 959--977.
Mathematical Reviews (MathSciNet): MR1062054
Rosen, J. (1996). Joint continuity of renormalized intersection local times. Ann. Inst. H. Poincaré Probab. Statist. 32 671--700.
Mathematical Reviews (MathSciNet): MR1422306
Rosen, J. (2001). Dirichlet processes and an intrinsic characterization for renormalized intersection local times. Ann. Inst. H. Poincaré 37 403--420.
Mathematical Reviews (MathSciNet): MR1876838
Digital Object Identifier: doi:10.1016/S0246-0203(01)01079-2
Rosenthal, H. P. (1970). On the subspaces of $L^p$ ($p>2$) spanned by sequences of independent random variables. Israel J. Math. 8 273--303.
Mathematical Reviews (MathSciNet): MR271721
Spitzer, F. (1976). Principles of Random Walk. Springer, New York.
Mathematical Reviews (MathSciNet): MR388547
Varadhan, S. R. S. (1969). Appendix to ``Euclidian Quantum Field Theory'' by K. Symanzyk. In Local Quantum Theory (R. Jost, ed.). Academic Press, New York.

2012 © Institute of Mathematical Statistics

The Annals of Probability

The Annals of Probability