Distributed Randomized PageRank Algorithm Based on Stochastic Approximation
文献类型：期刊论文
| 作者 | Lei, Jinlong; Chen, Han-Fu
|
| 刊名 | IEEE TRANSACTIONS ON AUTOMATIC CONTROL
 |
| 出版日期 | 2015-06-01 |
| 卷号 | 60期号:6页码:1641-1646 |
| 关键词 | Distributed randomized PageRank algorithm stochastic approximation strong consistency |
| ISSN号 | 0018-9286 |
| DOI | 10.1109/TAC.2014.2359311 |
| 英文摘要 | A distributed randomized PageRank algorithm based on stochastic approximation (SA) is proposed to estimate the importance scores of web pages. Compared with the existing methods, the algorithm given here has wider applications in the sense that it can deal with a larger class of randomizations. The strong consistency of the estimates is proved, and the robustness of the PageRank value is analyzed as well. Numerical examples are given to verify the obtained theoretic results. |
| 资助项目 | NSFC[61273193] ; NSFC[61120106011] ; NSFC[61134013] ; 973 program of China[2014CB845301] ; National Center for Mathematics and Interdisciplinary Sciences, Chinese Academy of Sciences |
| WOS研究方向 | Automation & Control Systems ; Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000355316200016 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/19856]  |
| 专题 | 系统科学研究所 |
| 通讯作者 | Lei, Jinlong |
| 作者单位 | Chinese Acad Sci, Acad Math & Syst Sci, Inst Syst Sci, Key Lab Syst & Control, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Lei, Jinlong,Chen, Han-Fu. Distributed Randomized PageRank Algorithm Based on Stochastic Approximation[J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL,2015,60(6):1641-1646. |
| APA | Lei, Jinlong,&Chen, Han-Fu.(2015).Distributed Randomized PageRank Algorithm Based on Stochastic Approximation.IEEE TRANSACTIONS ON AUTOMATIC CONTROL,60(6),1641-1646. |
| MLA | Lei, Jinlong,et al."Distributed Randomized PageRank Algorithm Based on Stochastic Approximation".IEEE TRANSACTIONS ON AUTOMATIC CONTROL 60.6(2015):1641-1646. |
入库方式： OAI收割
来源：数学与系统科学研究院
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