Authoritative sources in a hyperlinked environment

被引:4639
作者
Kleinberg, JM [1 ]
机构
[1] Cornell Univ, Dept Comp Sci, Ithaca, NY 14853 USA
关键词
graph algorithms; hypertext structure; link analysis; World Wide Web;
D O I
10.1145/324133.324140
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The network structure of a hyperlinked environment can be a rich source of information about the content of the environment, provided we have effective means for understanding it. We develop a set of algorithmic tools for extracting information from the link structures of such environments, and report on experiments that demonstrate their effectiveness. in a variety of contexts on the World Wide Web. The central issue we address within our framework is the distillation of broad search topics, through the discovery of "authoritative" information sources on such topics. We propose and test an algorithmic formulation of the notion of authority, based on the relationship between a set of relevant authoritative pages and the set of "hub pages" that join them together in the link structure. Our formulation has connections to the eigenvectors of certain matrices associated with the link graph; these connections in turn motivate additional heuristics for link-based analysis.
引用
收藏
页码:604 / 632
页数:29
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