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The general inner-outer iteration method based on regular splittings for the PageRank problem

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成果类型:
期刊论文
作者:
Tian, Zhaolu*;Liu, Yong;Zhang, Yan;Liu, Zhongyun;Tian, Maoyi*
通讯作者:
Tian, Zhaolu;Tian, Maoyi
作者机构:
[Tian, Zhaolu] Shanxi Univ Finance & Econ, Coll Appl Math, Taiyuan 030006, Shanxi, Peoples R China.
[Liu, Yong] Shanxi Univ, Inst Loess Plateau, Taiyuan 030006, Shanxi, Peoples R China.
[Tian, Maoyi; Zhang, Yan] Shandong Univ Sci & Technol, Geomat Coll, Qingdao 266590, Shandong, Peoples R China.
[Liu, Zhongyun] Changsha Univ Sci & Technol, Sch Math & Stat, Changsha 410114, Hunan, Peoples R China.
通讯机构:
[Tian, Zhaolu; Tian, Maoyi] S
Shanxi Univ Finance & Econ, Coll Appl Math, Taiyuan 030006, Shanxi, Peoples R China.
Shandong Univ Sci & Technol, Geomat Coll, Qingdao 266590, Shandong, Peoples R China.
语种:
英文
关键词:
PageRank;Inner-outer iteration;Regular splitting;Preconditioner;Convergence
期刊:
Applied Mathematics and Computation
ISSN:
0096-3003
年:
2019
卷:
356
页码:
479-501
基金类别:
The authors sincerely thank the anonymous referees for their constructive and valuable comments, which greatly improved the presentation of this paper. The authors would like to thank the supports of the National Natural Science Foundation of China (Grant No. 11371075 ), the China Scholarship Council (Grant No. 201706935029 ), the Hunan Key Laboratory of mathematical modeling and analysis in engineering.
机构署名:
本校为其他机构
院系归属:
数学与统计学院
摘要:
In this paper, combined the regular splittings of the coefficient matrix I - alpha P with the inner-outer iteration framework [9], a general inner-outer (GIO) iteration method is presented for solving the PageRank problem. Firstly, the AOR and modified AOR (MAOR) methods for solving the PageRank problem are constructed, and several comparison results are also given. Next, the GIO iteration scheme is developed, and its overall convergence is analyzed in detail. Furthermore, the preconditioner derived from the GIO iteration can be used to accelerate the Krylov subspace methods, such as GMRES met...

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