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cs.DC2014★ 35 cited
A Framework for Practical Parallel Fast Matrix Multiplication
Austin R. Benson, Grey Ballard
Matrix multiplication is a fundamental computation in many scientific disciplines. In this paper, we show that novel fast matrix multiplication algorithms can significantly outperf…
cs.DC2013★ 58 cited
Direct QR factorizations for tall-and-skinny matrices in MapReduce architectures
Austin R. Benson, David F. Gleich, James Demmel
The QR factorization and the SVD are two fundamental matrix decompositions with applications throughout scientific computing and data analysis. For matrices with many more rows tha…