Bookmark-Coloring Algorithm for Personalized PageRank Computing

被引:85
作者
Berkhin, Pavel [1 ]
机构
[1] Yahoo, 701 First Ave, Sunnyvale, CA 94089 USA
关键词
D O I
10.1080/15427951.2006.10129116
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We introduce a novel bookmark-coloring algorithm (BCA) that computes authority weights over the web pages utilizing the web hyperlink structure. The computed vector (BCV) is similar to the PageRank vector defined for a page-specific teleportation. Meanwhile, BCA is very fast, and BCV is sparse. BCA also has important algebraic properties. If several BCVs corresponding to a set of pages (called hub) are known, they can be leveraged in computing arbitrary BCV via a straightforward algebraic process and hub BCVs can be efficiently computed and encoded.
引用
收藏
页码:41 / 62
页数:22
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