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pagerank mapreduce matrix algorithms hadoop matrix computations social networks qr factorization simulation community detection netflix linear algebra nuclear norm diffusion network analysis big data matrix exponential link prediction quadrature simulation informatics bigdata machine learning matrix completion uncertainty quantification heat kernel commute time coordinate descent large networks rank aggregation clustering conductance skew-symmetric local methods circulants svd dumbo katz gauss-southwell random walk spectral graph theory numerical analysis streaming data intensive model reduction katz scores distributed computing social affinity commute richardson belief propagation matrix network alignment lanczos graph spectra eigenvalues graph spectra network analysis forest fire model c ranking svp information networks matlab; matlabbgl; mathworkssummit graph spectra network analysis forest fire model stochastic galerkin spectral galerkin spectra algorithms algorithmic anti-differentiation overlapping communities nmf dynamic centrality dynamic teleportation graph mining hypermatrix tensor multilinear pagerank tensor pagerank graph-based learning robustness regularization k-means overlapping clustering graph clustering tensor eigenvector spacey random walk network science motifs cheeger inequality modularity sparsest cut parameterized matrix matrix factorizations tsqr google linear algera hadoopy matrix methods multi-armed bandits search engine dynamical systems twitter egonets large graphs stochastic matrix graphs relaxation linked data sql matrices mincut max-flow fast graph algorithms network flow min cut metric lps