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Recently, Mahoney and Orecchia demonstrated that popular diffusion-based procedures to compute a quick \emph{approximation} to the first nontrivial eigenvector of a data graph Laplacian \emph{exactly} solve certain regularized Semi-Definite Programs (SDPs).
Two characterizations of the Dirichlet distribution
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Lower bounds for the partitioning of graphs
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The heat kernel as the pagerank of a graph
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J. Leskovec, K.J. Lang, A. Dasgupta, and M.W. Mahoney · 2009
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M. W. Mahoney, L. Orecchia, and N. K. Vishnoi · 2009
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D.A. Spielman and S.-H. Teng · 2004
Cited alongside, same era.
M. W. Mahoney and L. Orecchia · 2011
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