Mark Tygert

Randomized algorithms for the low-rank approximation of matrices

Edo Liberty, Franco Woolfe, Per‐Gunnar Martinsson et al. · Proceedings of the National Academy of Sciences · 2007 · 570 citations · Full text

Computing, Computer Science, Algorithms +16

A Randomized Algorithm for Principal Component Analysis

Vladimir Rokhlin, Arthur Szlam, Mark Tygert · SIAM Journal on Matrix Analysis and Applications · 2009 · 441 citations

Computing, Computer Science, Algorithms +14

A randomized algorithm for the decomposition of matrices

Per‐Gunnar Martinsson, Vladimir Rokhlin, Mark Tygert · Applied and Computational Harmonic Analysis · 2010 · 356 citations

Computing, Computer Science, Algorithms +9

An Algorithm for the Principal Component Analysis of Large Data Sets

Nathan Halko, Per‐Gunnar Martinsson, Yoel Shkolnisky et al. · SIAM Journal on Scientific Computing · 2011 · 312 citations

Computing, Computer Science, Data Science +15

A fast randomized algorithm for the approximation of matrices

Franco Woolfe, Edo Liberty, Vladimir Rokhlin et al. · Applied and Computational Harmonic Analysis · 2007 · 275 citations

Computing, Computer Science, Mathematics +10