Nuit Blanche has a nice summary of the FOCS 2012 53rd Annual IEEE Symposium on Foundations of Computer Science Workshop on “Randomized Numerical Linear Algebra (RandNLA): Theory and Practice“. Faster random algorithms for QR, SVD, Eigenvalues, Least Squares, … using random projections and other techniques were discussed.

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