41 citations · 172 across the 26 of their papers we have counts for
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cs.LG2021
Screening for Sparse Online Learning
Jingwei Liang, Clarice Poon
Sparsity promoting regularizers are widely used to impose low-complexity structure (e.g. l1-norm for sparsity) to the regression coefficients of supervised learning. In the realm o…
math.OC2021★ 1 cited
An Adaptive Rank Continuation Algorithm for General Weighted Low-rank Recovery
Aritra Dutta, Jingwei Liang, Xin Li
This paper is devoted to proposing a general weighted low-rank recovery model and designing a fast SVD-free computational scheme to solve it. First, our generic weighted low-rank r…