Title
Beyond the method of bounded differences.
Abstract
It is well known that any objective function Y = Y-n = Y-n(X-1,...,X-n) that depends on an underlying sequence (X-n) of random variables may be represented as a martingale in the canonical fashion introduced by J. L. Doob. Inequalities such as the Azuma-Hoeffding inequality may then be used to bound the probabilities P(\Y - EY\ > lambda) in a meaningful way provided, e.g., that the corresponding martingale differences are uniformly bounded by appropriately small quantities. In many applications, however, this last condition is not satisfied; the purpose of this note is to survey and compare results that enable one to give a useful bound on the corresponding tail probability in such cases. Applications to random proximity graphs will be presented.
Year
Venue
DocType
1997
DIMACS SERIES IN DISCRETE MATHEMATICS AND THEORETICAL COMPUTER SCIENCES
Conference
Volume
Citations 
PageRank 
41
3
0.56
References 
Authors
0
2
Name
Order
Citations
PageRank
Anant P. Godbole19516.08
Pawel Hitczenko25215.48