时空权衡、多方通信复杂性和最近邻问题

P. Beame, Erik Vee
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引用次数: 36

摘要

第一个非平凡的时间-空间权衡下界已经显示了决策问题的P使用的概念,从研究双方通信的复杂性。这些结果直接证明了分支程序,决策树的自然推广到有向图,同时提供了非均匀时间T和空间S的优雅模型。在将双方通信复杂度思想推广到多方通信复杂度的基础上,提出了一个新的下界准则。将此准则应用于基于F/下标2/上的多线性形式的显式布尔函数。对于合适的s,我们给出了当s/ spl les/ n/sup 1-/spl epsi// log |D|时T = /spl Omega/(n log/sup 2/ n)的下界,对于大输入域D,我们给出了在各种D维度量空间中涉及n个数据点的最近邻问题的下界。
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Time-space tradeoffs, multiparty communication complexity, and nearest-neighbor problems
The first non-trivial time-space tradeoff lower bounds have been shown for decision problems in P using notions derived from the study of two-party communication complexity. These results are proven directly for branching programs, natural generalizations of decision trees to directed graphs that provide elegant models of both non-uniform time T and space S simultaneously. We develop a new lower bound criterion, based on extending two-party communication complexity ideas to multiparty communication complexity. Applying this criterion to an explicit Boolean function based on a multilinear form over F/sub 2/. for suitable s, we show lower bounds that yield T = /spl Omega/(n log/sup 2/ n) when S /spl les/ n/sup 1-/spl epsi// log |D| for large input domain D. Finally, we develop lower bounds for nearest-neighbor problems involving n data points in a variety of d-dimensional metric spaces.
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