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math.OC2021★ 9 cited
A Communication-Efficient and Privacy-Aware Distributed Algorithm for Sparse PCA
Lei Wang, Xin Liu, Yin Zhang
Sparse principal component analysis (PCA) improves interpretability of the classic PCA by introducing sparsity into the dimension-reduction process. Optimization models for sparse…
math.OC2009★ 776 cited
Alternating Direction Algorithms for -Problems in Compressive Sensing
Junfeng Yang, Yin Zhang
In this paper, we propose and study the use of alternating direction algorithms for several -norm minimization problems arising from sparse solution recovery in compressive…