312 citations · 1.6k across the 26 of their papers we have counts for
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cs.LG2019★ 1 cited
Tensor Q-Rank: New Data Dependent Definition of Tensor Rank
Hao Kong, Canyi Lu, Zhouchen Lin
Recently, the \textit{Tensor Nuclear Norm~(TNN)} regularization based on t-SVD has been widely used in various low tubal-rank tensor recovery tasks. However, these models usually r…
cs.LG2019★ 6 cited
Exact Recovery of Tensor Robust Principal Component Analysis under Linear Transforms
Canyi Lu, Pan Zhou
This work studies the Tensor Robust Principal Component Analysis (TRPCA) problem, which aims to exactly recover the low-rank and sparse components from their sum. Our model is moti…