Sequential and parallel algorithms for mixed packing and covering

N. Young
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引用次数: 210

Abstract

We describe sequential and parallel algorithms that approximately solve linear programs with no negative coefficients (aka mixed packing and covering problems). For explicitly given problems, our fastest sequential algorithm returns a solution satisfying all constraints within a 1/spl plusmn//spl epsi/ factor in O(mdlog(m)//spl epsi//sup 2/) time, where m is the number of constraints and d is the maximum number of constraints any variable appears in. Our parallel algorithm runs in time polylogarithmic in the input size times /spl epsi//sup -4/ and uses a total number of operations comparable to the sequential algorithm. The main contribution is that the algorithms solve mixed packing and covering problems (in contrast to pure packing or pure covering problems, which have only "/spl les/" or only "/spl ges/" inequalities, but not both) and run in time independent of the so-called width of the problem.
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混合包装和覆盖的顺序和并行算法
我们描述了近似解决无负系数线性规划(又名混合包装和覆盖问题)的顺序和并行算法。对于显式给定的问题,我们最快的顺序算法在O(mdlog(m)//spl epsi//sup 2/)时间内返回满足所有约束的1/spl plusmn//spl epsi/因子的解,其中m是约束的数量,d是任何变量出现的最大约束数量。我们的并行算法在输入大小的时间上以多对数方式运行/spl epsi//sup -4/,并且使用与顺序算法相当的操作总数。主要贡献是算法解决混合包装和覆盖问题(与纯包装或纯覆盖问题相反,它们只有“/spl les/”或“/spl ges/”不等式,但不是两者都有),并且在时间上独立于所谓的问题宽度运行。
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