Distributed Randomized PageRank Algorithm Based on Stochastic Approximation

Lei Jinlong; Chen Han-Fu

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Distributed Randomized PageRank Algorithm Based on Stochastic Approximation

机译：基于随机逼近的分布式随机PageRank算法

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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.

机译：提出了一种基于随机逼近的分布式随机PageRank算法来估计网页的重要性分数。与现有方法相比，此处给出的算法可以处理更多类别的随机化，因此具有更广泛的应用。证明了估计的强一致性，并且还分析了PageRank值的鲁棒性。数值例子验证了所获得的理论结果。

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《Automatic Control, IEEE Transactions on》 |2015年第6期|1641-1646|共6页
作者
Lei Jinlong; Chen Han-Fu;
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正文语种 eng
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Distributed randomized PageRank algorithm; stochastic approximation; strong consistency;

机译：分布式随机PageRank算法;随机逼近;强一致性;

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1. Convergence of Distributed Randomized PageRank Algorithms [J] . Zhao W., Chen H.-F., Fang H.-T. IEEE Transactions on Automatic Control . 2013,第12期

机译：分布式随机PageRank算法的收敛性
2. A Web Aggregation Approach for Distributed Randomized PageRank Algorithms [J] . Ishii H., Tempo R., Bai E.-W. Automatic Control, IEEE Transactions on . 2012,第11期

机译：分布式随机PageRank算法的Web聚合方法
3. Distributed Randomized Algorithms for the PageRank Computation [J] . Ishii H., Tempo R. Automatic Control, IEEE Transactions on . 2010,第9期

机译：PageRank计算的分布式随机算法
4. Distributed Randomized Algorithms for PageRank Based on a Novel Interpretation [C] . Atsushi Suzuki, Hideaki Ishii Annual American Control Conference . 2018

机译：基于新解释的PageRank分布式随机算法
5. Stochastic Optimization Based on White-Box Deterministic Approximations: Models, Algorithms and Application to Service Networks [D] . Krishnamoorthy, Mohan. 2018

机译：基于白盒确定性近似的随机优化：模型，算法及其在服务网络中的应用
6. FITTING NONLINEAR ORDINARY DIFFERENTIAL EQUATION MODELS WITH RANDOM EFFECTS AND UNKNOWN INITIAL CONDITIONS USING THE STOCHASTIC APPROXIMATION EXPECTATION–MAXIMIZATION (SAEM) ALGORITHM [O] . Sy- Miin Chow, Zhaohua Lu, Hongtu Zhu, -1

机译：随机逼近-最大化（SAEM）算法拟合具有随机效应和未知初始条件的非线性常微分方程模型
7. Convergence of Distributed Randomized PageRank Algorithms [O] . Zhao, Wenxiao, Chen, Han-Fu, Fang, Hai-Tao 2013

机译：分布式随机pageRank算法的收敛性
8. Randomized Difference Two-Timescale Simultaneous Perturbation Stochastic Approximation Algorithms for Simulation Optimization of Hidden Markov Models. [R] . Bhatnagar, S., Fu, M. C., Marcus, S. I., 2000

机译：随机差分双时间尺度同时扰动随机逼近算法在隐马尔可夫模型仿真优化中的应用。

Distributed Randomized PageRank Algorithm Based on Stochastic Approximation

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