Distributed Randomized PageRank Computation Based on Web Aggregation

被引:11
|
作者
Ishii, Hideaki [1 ]
Tempo, Roberto [2 ]
Bai, Er-Wei [3 ]
Dabbene, Fabrizio [2 ]
机构
[1] Tokyo Inst Technol, Dept Computat Intelligence & Syst Sci, Midori Ku, 4259 Nagatsuta Cho, Yokohama, Kanagawa 2268502, Japan
[2] Politecn Torino, CNR, IEIIT, I-10129 Turin, Italy
[3] Univ Iowa, Seamans Ctr Engn Arts & Sci 4316, Dept Elect & Comp Engn, Iowa City, IA 52242 USA
来源
PROCEEDINGS OF THE 48TH IEEE CONFERENCE ON DECISION AND CONTROL, 2009 HELD JOINTLY WITH THE 2009 28TH CHINESE CONTROL CONFERENCE (CDC/CCC 2009) | 2009年
关键词
MONTE-CARLO; SUFFICIENT; CONSENSUS; NETWORKS;
D O I
10.1109/CDC.2009.5399514
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The so-called PageRank algorithm has been used at Google for properly ranking search results. It quantifies the importance of each page by the structure of links in the web. In our recent work, we have proposed a distributed randomized approach for the PageRank computation, where the pages find their own values by communicating with linked pages. This paper builds upon this approach to improve the computation and communication load for the algorithm by systematically aggregating the webpages while maintaining performance.
引用
收藏
页码:3026 / 3031
页数:6
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