Communication complexity of algebraic computation

Z. Luo, J. Tsitsiklis
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引用次数: 5

Abstract

The authors consider a situation in which two processors P/sub 1/ and P/sub 2/ are to evaluate one or more functions f/sub 1/, . . ., f/sub s/ of two vector variables x and y, under the assumption that processor P/sub 1/ (respectively, P/sub 2/) has access only to the value of x (respectively, y) and the functional form of f/sub 1/, . . ., f/sub s/. They consider a continuous model of communication whereby real-valued messages are transmitted, and they study the minimum number of messages required for the desired computation. Tight lower bounds are established for the following three problems: (1) each f/sub i/ is a rational function and only one-way communication is allowed. (2) The variables x and y are matrices and the processors wish to solve the linear system (x+y)z=b for the unknown z. (3) The processors wish to evaluate a particular root of the polynomial equation Sigma (x/sub i/+y/sub i/)z/sup i/=0, where the sum is from i=0 to n-1.<>
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代数计算的通信复杂性
作者考虑了两个处理器P/sub 1/和P/sub 2/要对两个向量变量x和y的一个或多个函数f/sub 1/,…,f/sub s/求值的情况,假设处理器P/sub 1/(分别,P/sub 2/)只能访问x的值(分别,y)和f/sub 1/,…,f/sub s/的函数形式。他们考虑了一个连续的通信模型,在这个模型中,实值消息被传输,他们研究了所需计算所需的最小消息数。对以下三个问题建立了严密的下界:(1)每个f/下标i/都是有理函数,且只允许单向通信。(2)变量x和y是矩阵,处理器希望求解未知z的线性系统(x+y)z=b。(3)处理器希望计算多项式方程Sigma (x/下标i/+y/下标i/)z/sup i/=0的特定根,其中和是从i=0到n-1。
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