82 citations · 170 across the 13 of their papers we have counts for
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cs.DS2017
Gaussian Variant of Freivalds' Algorithm for Efficient and Reliable Matrix Product Verification
Hao Ji, Michael Mascagni, Yaohang Li
In this article, we consider the general problem of checking the correctness of matrix multiplication. Given three matrices , , and , the goal is to verify th…
cs.DS2017★ 16 cited
Single-Pass PCA of Large High-Dimensional Data
Wenjian Yu, Yu Gu, Jian Li +2
Principal component analysis (PCA) is a fundamental dimension reduction tool in statistics and machine learning. For large and high-dimensional data, computing the PCA (i.e., the s…
math.NA2017★ 11 cited
A Fast Implementation of Singular Value Thresholding Algorithm using Recycling Rank Revealing Randomized Singular Value Decomposition
Yaohang Li, Wenjian Yu
In this paper, we present a fast implementation of the Singular Value Thresholding (SVT) algorithm for matrix completion. A rank-revealing randomized singular value decomposition (…