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A relative-error CUR Decomposition for Matrices and its Data Applications

A relative-error CUR Decomposition for Matrices and its Data Applications. Michael W. Mahoney Yahoo! Research http://www.cs.yale.edu/homes/mmahoney (Joint work with P. Drineas, S. Muthukrishnan, and others.). Data sets can be modeled as matrices.

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650 views • 55 slides

Sampling algorithms for l 2 regression and applications

Sampling algorithms for l 2 regression and applications. Michael W. Mahoney Yahoo Research http://www.cs.yale.edu/homes/mmahoney (Joint work with P. Drineas and S. (Muthu) Muthukrishnan) SODA 2006. Regression problems. We seek sampling-based algorithms for solving l 2 regression.

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304 views • 20 slides

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Optimal value value - PowerPoint PPT Presentation

A relative-error CUR Decomposition for Matrices and its Data Applications

Sampling algorithms for l 2 regression and applications