Authors
Ricardo Baeza-Yates, Paolo Boldi, Carlos Castillo
Publication date
2006/8/6
Book
Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Pages
308-315
Description
This paper introduces a family of link-based ranking algorithms that propagate page importance through links. In these algorithms there is a damping function that decreases with distance, so a direct link implies more endorsement than a link through a long path. PageRank is the most widely known ranking function of this family.The main objective of this paper is to determine whether this family of ranking techniques has some interest per se, and how different choices for the damping function impact on rank quality and on convergence speed. Even though our results suggest that PageRank can be approximated with other simpler forms of rankings that may be computed more efficiently, our focus is of more speculative nature, in that it aims at separating the kernel of PageRank, that is, link-based importance propagation, from the way propagation decays over paths.We focus on three damping functions, having linear …
Total citations
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Scholar articles
R Baeza-Yates, P Boldi, C Castillo - Proceedings of the 29th annual international ACM …, 2006