Source: Ann. Probab. Volume 25, Number 1
(1997), 30-55.
For a nonnegative subadditive function $h$ on $\mathbb{Z}^d$, with
limiting approximation $g(x) = \lim_n h(nx)/n$, it is of interest to obtain
bounds on the discrepancy between $g(x)$ and $h(x)$, typically of order
$|x|^{\nu}$ with $\nu < 1$. For certain subadditive $h(x)$, particularly
those which are expectations associated with optimal random paths from 0 to
$x$, in a somewhat standardized way a more natural and seemingly weaker
property can be established: every $x$ is in a bounded multiple of the convex
hull of the set of sites satisfying a similar bound. We show that this
convex-hull property implies the desired bound for all $x$. Applications
include rates of convergence in limiting-shape results for first-passage
percolation (standard and oriented) and longest common subsequences and bounds
on the error in the exponential-decay approximation to the off-axis
connectivity function for subcritical Bernoulli bond percolation on the integer
lattice.
References
ALEXANDER, K. S. 1990. Lower bounds on the connectivity function in all directions for Bernoulli percolation in two and three dimensions. Ann. Probab. 18 1547 1562.
ALEXANDER, K. S. 1993. A note on some rates of convergence in first-passage percolation. Ann. Appl. Probab. 3 81 90.
ALEXANDER, K. S. 1994. The rate of convergence of the mean length of the longest common subsequence. Ann. Appl. Probab. 4 1074 1082.
ALEXANDER, K. S., CHAYES, J. T. and CHAYES, L. 1990. The Wulff construction and asymptotics of the finite cluster distribution for two-dimensional Bernoulli percolation. Comm. Math. Phys. 131 1 50.
ARRATIA, R. and WATERMAN, M. S. 1994. A phase transition for the score in matching random sequences allowing deletions. Ann. Appl. Probab. 4 200 225.
AZUMA, K. 1967. Weighted sums of certain dependent random variables. Tohuku Math. J. 19 357 367.
Mathematical Reviews (MathSciNet):
MR364623
BRICMONT, J. and FROHLICH, J. 1985a. Statistical mechanical methods in particle structure ¨ analysis of lattice field theories. I. General results. Nuclear Phys. B 251 517 552.
BRICMONT, J. and FROHLICH, J. 1985b. Statistical mechanical methods in particle structure ¨ analysis of lattice field theories. II. Scalar and surface models. Comm. Math. Phys. 98 553 578.
CAMPANINO, M., CHAYES, J. T. and CHAYES, L. 1991. Gaussian fluctuations of connectivities in the subcritical regime of percolation. Probab. Theory Related Fields 88 269 341.
CHAYES, J. T. and CHAYES, L. 1986. Ornstein Zernike behavior for self-avoiding walks at all noncritical temperatures. Comm. Math. Phys. 105 221 238.
COX, J. T. and DURRETT, R. 1981. Some limit theorems for percolation processes with necessary and sufficient conditions. Ann. Probab. 9 583 603.DANCiK, V. and PATERSON, M. 1994. Upper bound for the expected length of a longest common ´ subsequence of two binary sequences. Random Structures and Algorithms 6 449 458. Z.
DEKEN, J. 1979. Some limit results for longest common subsequences. Discrete Math. 26 17 31.
EDEN, M. 1961. A two-dimensional growth process. Proc. Fourth Berkeley Symp. Math. Statist. Probab. 4 223 239. Univ. California Press, Berkeley.
HARRIS, T. E. 1960. A lower bound for the critical probability in a certain percolation process. Proc. Cambridge Philos. Soc. 56 13 20.
Mathematical Reviews (MathSciNet):
MR226023
GRIMMETT, G. 1989. Percolation. Springer, New York.
KESTEN, H. 1986. Aspects of first passage percolation. Ecole d'Ete de Probabilites de Saint ´ ´ Flour XIV 1984. Lecture Notes in Math. 1180 125 264. Springer, New York.
KESTEN, H. 1993. On the speed of convergence in first-passage percolation. Ann. Appl. Probab. 3 296 338.
KINGMAN, J. F. C. 1968. The ergodic theory of subadditive stochastic processes. J. Roy. Statist. Soc. Ser. B 30 499 510.
Mathematical Reviews (MathSciNet):
MR408114
ORNSTEIN, L. S. and ZERNIKE, F. 1914. Accidental deviations of density and opalescence at the Z critical point of a single substance. Proceedings of the Section of Sciences Academy of. Sciences, Amsterdam 17 793 806.
RICHARDSON, D. 1973. Random growth in a tesselation. Proc. Cambridge Philos. Soc. 74 515 528.
Mathematical Reviews (MathSciNet):
MR329079
SANKOFF, D. and KRUSKAL, J. B., eds. 1983. Time Warps, String Edits, and Macromolecules: The Theory and Practice of Sequence Comparison. Addison-Wesley, Reading, MA.
Mathematical Reviews (MathSciNet):
MR726027
SMYTHE, R. and WIERMAN, J. C. 1977. First Passage Percolation on the Square Lattice, Lecture Notes in Math. 671. Springer, Berlin.
Mathematical Reviews (MathSciNet):
MR513421
LOS ANGELES, CALIFORNIA 90089-1113 E-MAIL: alexandr@math.usc.edu