Search in power-law networks
L A Adamic1, R M Lukose, A R Puniyani
1HP Labs, Palo Alto, California 94304, USA. ladamic@hpl.hp.com
Abstract:
Many communication and social networks have power-law link distributions, containing a few nodes that have a very high degree and many with low degree. The high connectivity nodes play the important role of hubs in communication and networking, a fact that can be exploited when designing efficient search algorithms. We introduce a number of local search strategies that utilize high degree nodes in power-law graphs and that have costs scaling sublinearly with the size of the graph. We also demonstrate the utility of these strategies on the GNUTELLA peer-to-peer network.
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