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20152026
most citedPractical sketching algorithms for low-rank matrix approximation

147 citations · 445 across the 31 of their papers we have counts for

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math.NA2017★ 21 cited

Fixed-Rank Approximation of a Positive-Semidefinite Matrix from Streaming Data

Joel A. Tropp, Alp Yurtsever, Madeleine Udell +1

Several important applications, such as streaming PCA and semidefinite programming, involve a large-scale positive-semidefinite (psd) matrix that is presented as a sequence of line…