- 01-382 Jean-Pierre Eckmann, Elisha Moses
- Curvature of Co-Links Uncovers
Hidden Thematic Layers in the World Wide Web
(555K, postscript)
Oct 17, 01
-
Abstract ,
Paper (src),
View paper
(auto. generated ps),
Index
of related papers
-
Abstract. Beyond the information stored in pages of the World Wide
Web, a type of ``meta-information'' is created when they connect
to each other. This new information is a collective effect of independent
users writing and linking pages, hidden from the casual individual
user. Accessing it and understanding the inter-relation of connectivity
and content in the WWW is a challenging problem[refs].
We demonstrate here how thematic relationships can be precisely located by
looking only at the graph of hyperlinks, gleaning content and context
from the Web without having to read what is in the pages. Noting
that reciprocal links (co-links) between pages signal a mutual recognition of
authors, we focus on triangles containing such links, since triangles
indicate a transitive relation. The
importance of triangles is quantified by the clustering
coefficient[Watts-Strogatz] which we show is actually a
curvature[Gromov, Bridson-Haefliger]. This defines a
Web-landscape whose connected
regions of high curvature characterize a common
topic. We show experimentally that reciprocity and
curvature together capture this meta-information, for a wide variety of
topics. As an example of future directions we analyze the neural
network of C. elegans}[White,Wood], using the same
methods.
- Files:
01-382.src(
01-382.keywords ,
eckmannms.ps )