The Modified Matrix Splitting Iteration Method for Computing PageRank Problem

被引:8
|
作者
Tian, Zhaolu [1 ]
Liu, Xiaoyan [2 ]
Wang, Yudong [3 ]
Wen, P. H. [4 ]
机构
[1] Shanxi Univ Finance & Econ, Sch Appl Math, Taiyuan 030006, Shanxi, Peoples R China
[2] Taiyuan Univ Technol, Coll Data Sci, Taiyuan 030024, Shanxi, Peoples R China
[3] Taiyuan Univ Technol, Coll Text Engn, Taiyuan 030024, Shanxi, Peoples R China
[4] Queen Mary Univ London, Sch Engn & Mat Sci, London E1 4NS, England
关键词
PageRank; Inner-outer iteration; Convergence; Matrix splitting; Power method; INNER-OUTER ITERATION; ARNOLDI ALGORITHM;
D O I
10.2298/FIL1903725T
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, based on the iteration methods [3,10], we propose a modified multi-step power-inner-outer (MMPIO) iteration method for solving the PageRank problem. In the MMPIO iteration method, we use the multi-step matrix splitting iterations instead of the power method, and combine with the innerouter iteration [24]. The convergence of the MMPIO iteration method is analyzed in detail, and some comparison results are also given. Several numerical examples are presented to illustrate the effectiveness of the proposed algorithm.
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页码:725 / 740
页数:16
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