Network Capacity Bound for Personalized PageRank in Multimodal Networks

被引:0
|
作者
Klopotek, Mieczyslaw A. [1 ]
Wierzchon, Slawomir T. [1 ]
Klopotek, Robert A. [1 ]
机构
[1] Polish Acad Sci, Inst Comp Sci, Warsaw, Poland
关键词
PageRank; random walk; ranking; multimodal networks; social networks; M-uniform M-partite hypegraphs; authority flow bounds;
D O I
10.3233/FI-222151
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In a former paper [1] the concept of Bipartite PageRank was introduced and a theorem on the limit of authority flowing between nodes for personalized PageRank has been generalized. In this paper we want to extend those results to multimodal networks. In particular we deal with a hypergraph type that may be used for describing multimodal network where a hyperlink connects nodes from each of the modalities. We introduce a generalisation of PageRank for such graphs and define the respective random walk model that can be used for computations. We state and prove theorems on the limit of outflow of authority for cases where individual modalities have identical and distinct damping factors.
引用
收藏
页码:49 / 68
页数:20
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