Mining The Inner Structure of the Web Graph
Source:
J. Phys. A: Math. Theor, Volume 41, Issue 224017, p.12 (2008)
Abstract:
Despite being the sum of the decentralized and uncoordinated efforts
by heterogeneous groups and individuals, the World Wide
Web exhibits a well defined structure, characterized by several interesting
properties. This structure was clearly revealed by Broder
et al. [3] who presented the evocative bow-tie structure of the Web,
consisting of a large central strongly connected component, flanked
by two other sets of nodes. Although, the bow-tie structure is a relatively
clear abstraction of the macroscopic picture of the Web, it
is quite uninformative with respect to the finer details of the Web
graph. In this paper we mine the inner structure of the Web graph.
We present a series of measurements on the Web, which offer a
better understanding of the individual components of the bow-tie.
In the process, we develop algorithmic techniques for performing
these measurements. We discover that the scale-free properties permeate
all the components of the bow-tie which exhibit the same
macroscopic properties as the Web graph itself. However, close inspection
reveals that their inner structure is quite distinct. We show
that the Web graph does not exhibit self similarity within its components,
and we propose a possible alternative picture for the Web
graph, as it emerges from our experiments.
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