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On the Eigenvalue Power Law

by: Milena Mihail, Christos Papadimitriou
Randomization and Approximation Techniques : 6th International Workshop, RANDOM 2002, Cambridge, MA, USA, September 13-15, 2002. Proceedings (2002), pp. 953-953.


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We show that the largest eigenvalues of graphs whose highest degrees are Zipf-like distributed with slope $α$ are distributed according to a power law with slope $α /2$. This follows as a direct and almost certain corollary of the degree power law. Our result has implications for the singular value decomposition method in information retrieval.


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