Mixing time of PageRank surfers on sparse random digraphs

被引:10
作者
Caputo, Pietro [1 ]
Quattropani, Matteo [1 ]
机构
[1] Univ Roma Tre, Dipartimento Matemat & Fis, Largo Murialdo 1, I-00146 Rome, Italy
关键词
mixing time; nonreversible Markov chain; PageRank; random digraphs; random walks on networks;
D O I
10.1002/rsa.21009
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We consider the generalized PageRank walk on a digraph G, with refresh probability alpha and resampling distribution lambda. We analyze convergence to stationarity when G is a large sparse random digraph with given degree sequences, in the limit of vanishing alpha. We identify three scenarios: when alpha is much smaller than the inverse of the mixing time of G the relaxation to equilibrium is dominated by the simple random walk and displays a cutoff behavior; when alpha is much larger than the inverse of the mixing time of G on the contrary one has pure exponential decay with rate alpha; when alpha is comparable to the inverse of the mixing time of G there is a mixed behavior interpolating between cutoff and exponential decay. This trichotomy is shown to hold uniformly in the starting point and uniformly in the resampling distribution lambda.
引用
收藏
页码:376 / 406
页数:31
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