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20022026
most citedFast approximation of matrix coherence and statistical leverage

170 citations · 527 across the 39 of their papers we have counts for

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cs.DS2017

Lectures on Randomized Numerical Linear Algebra

Petros Drineas, Michael W. Mahoney

This chapter is based on lectures on Randomized Numerical Linear Algebra from the 2016 Park City Mathematics Institute summer school on The Mathematics of Data.

stat.ML2017

Structural Conditions for Projection-Cost Preservation via Randomized Matrix Multiplication

Agniva Chowdhury, Jiasen Yang, Petros Drineas

Projection-cost preservation is a low-rank approximation guarantee which ensures that the cost of any rank- projection can be preserved using a smaller sketch of the original da…