979 citations · 1.5k across the 30 of their papers we have counts for
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math.NA2015★ 12 cited
Improved Analyses of the Randomized Power Method and Block Lanczos Method
Shusen Wang, Zhihua Zhang, Tong Zhang
The power method and block Lanczos method are popular numerical algorithms for computing the truncated singular value decomposition (SVD) and eigenvalue decomposition problems. Esp…
cs.MS2015★ 29 cited
A Practical Guide to Randomized Matrix Computations with MATLAB Implementations
Shusen Wang
Matrix operations such as matrix inversion, eigenvalue decomposition, singular value decomposition are ubiquitous in real-world applications. Unfortunately, many of these matrix op…
cs.LG2015★ 20 cited
Towards More Efficient SPSD Matrix Approximation and CUR Matrix Decomposition
Shusen Wang, Zhihua Zhang, Tong Zhang
Symmetric positive semi-definite (SPSD) matrix approximation methods have been extensively used to speed up large-scale eigenvalue computation and kernel learning methods. The stan…