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Randomized algorithms for distributed computation of principal component analysis and singular value decomposition

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Randomized algorithms provide solutions to two ubiquitous problems: (1) the distributed calculation of a principal component analysis or singular value decomposition of a highly rectangular matrix, and (2) the distributed calculation of a low-rank approximatio... ...