On some analytical properties of a general PageRank algorithm

被引:3
|
作者
Bourchtein, Andrei [1 ]
Bourchtein, Ludmila [1 ]
机构
[1] Pelotas State Univ, Inst Phys & Math, Pelotas, RS, Brazil
关键词
PageRank; Stochastic matrix; Markov chain; Convergence; Stationary distribution; COMPUTATION;
D O I
10.1016/j.mcm.2011.06.033
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this study, we present a theoretical analysis of some properties of a general algorithm for computation of the PageRank vector. It is shown that the convergence to the PageRank vector is generally nonuniform. Expressions for the limiting forms of the principal matrix of the PageRank approximation and the PageRank vector are derived in terms of the original stochastic matrix and the personalization vector. Some implications of the obtained results for ranking web pages are discussed. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2248 / 2256
页数:9
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