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20102023
most citedLinearized Alternating Direction Method with Adaptive Penalty for Low-Rank Representation

1k citations · 2.2k across the 80 of their papers we have counts for

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math.NA2013★ 53 cited

Linearized Alternating Direction Method with Parallel Splitting and Adaptive Penalty for Separable Convex Programs in Machine Learning

Zhouchen Lin, Risheng Liu, Huan Li

Many problems in machine learning and other fields can be (re)for-mulated as linearly constrained separable convex programs. In most of the cases, there are multiple blocks of vari…

math.NA2011★ 28 cited

Solving Principal Component Pursuit in Linear Time via Filtering

Risheng Liu, Zhouchen Lin, Siming Wei +1

In the past decades, exactly recovering the intrinsic data structure from corrupted observations, which is known as robust principal component analysis (RPCA), has attracted tremen…

math.NA2010★ 130 cited

Low-Rank Structure Learning via Log-Sum Heuristic Recovery

Yue Deng, Qionghai Dai, Risheng Liu +2

Recovering intrinsic data structure from corrupted observations plays an important role in various tasks in the communities of machine learning and signal processing. In this paper…