Description:
Information networks such as the World Wide Web are characterized
by the interplay between heterogeneous content and a complex underlying
link structure. This course covers recent research on algorithms for analyzing
such networks, and models that abstract their basic properties. Topics
include combinatorial and probabilistic techniques for link analysis, centralized
and decentralized search algorithms, network models based on random graphs,
and connections with work in the social sciences.