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arXiv 1012.2165math.PR
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一般权树的隐更新定理

Implicit Renewal Theorem for Trees with General Weights

Predrag R. Jelenkovic, Mariana Olvera-Cravioto

摘要:

考虑如下形式的分布不动点方程R = df(C_i,R_i,1 <= i <= N),其中f(.)是一个可能随机的实值函数,N在{0,1,2,3,.} U {infty},{C_i}_{i=1}^N是实值随机权重,{R_i}_{i >= 1}是R的iid副本,与(N,C_1,.,C_N); =d表示分配的平等。这种类型的不动点方程对于解决从算法的平均情况分析到统计物理的许多应用概率问题是极其重要的。我们开发了一个隐式更新定理,使电源尾部行为的解决方案R的许多方程的乘法性质,属于这一类的特征。这一结果将Jelenkovic和Olvera-Cravioto(2010)的工作扩展到一般实值权,其中假设非负权{C_i}。我们通过导出线性方程R =d sum_{i=1} ^NCi R_i + Q的解R的幂尾渐近性来说明所发展的定理。

英文摘要:

Consider distributional fixed point equations of the form R =d f(C_i, R_i, 1 <= i <= N), where f(.) is a possibly random real valued function, N in {0, 1, 2, 3,...} U {infty}, {C_i}_{i=1}^N are real valued random weights and {R_i}_{i >= 1} are iid copies of R, independent of (N, C_1,..., C_N); =d represents equality in distribution. Fixed point equations of this type are of utmost importance for solving many applied probability problems, ranging from average case analysis of algorithms to statistical physics. We develop an Implicit Renewal Theorem that enables the characterization of the power tail behavior of the solutions R to many equations of multiplicative nature that fall in this category. This result extends the prior work in Jelenkovic and Olvera-Cravioto (2010), which assumed nonnegative weights {C_i}, to general real valued weights. We illustrate the developed theorem by deriving the power tail asymptotics of the solution R to the linear equation R =d sum_{i=1}^N C_i R_i + Q.

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