A NEW ORDERING FOR STOCHASTIC MAJORIZATION - THEORY AND APPLICATIONS

被引:23
作者
CHANG, CS
机构
关键词
LOAD BALANCING; STOCHASTIC CONVEXITY; MAJORIZATION ORDERING; ROUTING; SCHEDULING; FORK-JOIN QUEUES;
D O I
10.2307/1427482
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this paper, we develop a unified approach for stochastic load balancing on various multiserver systems. We expand the four partial orderings defined in Marshall and Olkin, by defining a new ordering based on the set of functions that are symmetric, L-subadditive and convex in each variable. This new partial ordering is shown to be equivalent to the previous four orderings for comparing deterministic vectors but differs for random vectors. Sample-path criteria and a probability enumeration method for the new stochastic ordering are established and the ordering is applied to various fork-join queues, routing and scheduling problems. Our results generalize previous work and can be extended to multivariate stochastic majorization which includes tandem queues and queues with finite buffers.
引用
收藏
页码:604 / 634
页数:31
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