[Acpc-l] Vortragsankündigung Gene Golub

Wed, 14 Apr 2004 08:42:17 +0200

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E I N L A D U N G   zu einem Vortrag von

GENE GOLUB
Fletcher Jones Professor of Computer Science
Stanford University

=FCber   =93ADAPTIVE METHODS FOR UPDATING
            AND DOWNDATING PAGE RANKS=94

ORT:   TU Wien,  =84Freihaus=93,  Seminarraum  SEM 104
            Wiedner Hauptstrasse 8,  Turm A,  5. Stock

ZEIT:   Freitag, 7. Mai 2004,  17:15 Uhr

INHALT:  Google=92s PageRank algorithm for web search
involves computing the principal eigenvector of a stochastic
matrix describing the hyperlink structure of the World Wide
Web.  Since the web is a highly dynamic structure, with new
pages constantly being added or removed, the update
problem is an important problem in web search.

We address the problem of efficiently re-computing the
principal eigenvector of the web hyperlink matrix after small
perturbations in the link structure of the web.

We present an algorithm that is motivated by the empirical
observation that the convergence patterns of web pages in
the PageRank algorithm have a non-uniform distribution.
Specifically, many pages converge to their true PageRank
quickly, while relatively few pages take a much longer time to
converge.  This algorithm, called Adaptive PageRank, avoids
redundant computations associated with the PageRanks of
pages that have already converged. We show empirically
that Adaptive PageRank speeds up the computation of
PageRank even in the standard case, and that it is much
more effective in the context of updates.

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--
  Werner Purgathofer             | Tel. +43(1)58801 18648
  Technische Universitaet Wien   | http://www.cg.tuwien.ac.at

--=====================_1697102404==_--