Gareth O. Roberts, Jeffrey S. Rosenthal  Home/Search
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Abstract: We propose two new algorithms for using World Wide Web link structures to determine authority values of web pages from search queries. Both algorithms postulate an underlying latent cluster structure, in an effort to avoid the Tightly Knit Community (TKC) effect which can occur in the Kleinberg and SALSA algorithms. The first algorithm, Similarity Downweighting (SD), weights outlinks inversely with apparent cluster size. The second algorithm, Sequential Clustering (SC), first generates an... (Update)
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BibTeX entry: (Update)
G. O. Roberts and J. S. Rosenthal. Downweighting tightly knit communities in World Wide Web rankings. Advances and Applications in Statistics (ADAS), 3:199--216, 2003. http://citeseer.ist.psu.edu/roberts03downweighting.html More
@article{ roberts03downweighting,
author = "G. Roberts and J. Rosenthal",
title = "Downweighting tightly knit communities in World Wide Web rankings",
journal = "Advances and Applications in Statistics (ADAS)",
volume = "3",
pages = "199--216",
year = "2003",
url = "citeseer.ist.psu.edu/roberts03downweighting.html" }
Citations (may not include all citations):641 The anatomy of a large-scale hypertextual Web search engine - Brin, Page - 1998
576 Authoritative sources in a hyperlinked environment - Kleinberg - 1999
32 The stochastic approach for link-structure analysis (context) - Lempel, Moran - 2000
31 Finding authorities and hubs from link structures on the wor.. - Borodin, Roberts et al. - 2001
30 Learning to probabilistically identify authoritative documen.. - Cohn, Chang - 2000
8 What is this page known (context) - ei, Mendelzon - 2000
4 A split-merge markov chain monte carlo procedure for the dir.. - Jain, Neal - 2000
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