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https://jmlr.org/papers/v24/22-0088.html Sparse PCA: a Geometric Approach sparse pca geometric approach https://openreview.net/forum?id=Oqs_JEh0Pm&referrer=%5Bthe%20profile%20of%20Gleb%20Novikov%5D(%2Fprofile%3Fid%3D~Gleb_Novikov1) Sparse PCA Beyond Covariance Thresholding | OpenReview sparse pca beyond covariance thresholding openreview https://deepai.org/publication/approximating-sparse-pca-from-incomplete-data Approximating Sparse PCA from Incomplete Data | DeepAI Mar 12, 2015 - 03/12/15 - We study how well one can recover sparse principal components of a data matrix using a sketch formed from a few of its elements. W... sparse pca approximating incomplete data deepai https://deepai.org/publication/a-randomized-rounding-algorithm-for-sparse-pca A Randomized Rounding Algorithm for Sparse PCA | DeepAI Aug 13, 2015 - 08/13/15 - We present and analyze a simple, two-step algorithm to approximate the optimal solution of the sparse PCA problem. Our approach fi... randomized rounding sparse pca algorithm deepai https://arxiv.org/abs/2506.09959 [2506.09959] Almost-Optimal Local-Search Methods for Sparse Tensor PCA Abstract page for arXiv paper 2506.09959: Almost-Optimal Local-Search Methods for Sparse Tensor PCA local search 2506 almost optimal