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Richard Peng

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SPALS: Fast Alternating Least Squares via Implicit Leverage Scores Sampling
Efficient Sampling for Gaussian Graphical Models via Spectral Sparsification
Spectral Sparsification of Random-Walk Matrix Polynomials
Scalable Parallel Factorizations of SDD Matrices and Efficient Sampling for Gaussian Graphical Models

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