13 citations · 16 across the 2 of their papers we have counts for
2 papers
math.ST2018★ 3 cited
Sparse PCA from Sparse Linear Regression
Guy Bresler, Sung Min Park, Madalina Persu
Sparse Principal Component Analysis (SPCA) and Sparse Linear Regression (SLR) have a wide range of applications and have attracted a tremendous amount of attention in the last two…
cs.DS2014★ 13 cited
Dimensionality Reduction for k-Means Clustering and Low Rank Approximation
Michael B. Cohen, Sam Elder, Cameron Musco +2
We show how to approximate a data matrix with a much smaller sketch that can be used to solve a general class of constrained k-rank approximation p…