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…