Sparse PCA: Phase Transitions in the Critical Regime

Michael J. Feldman, Theodor Misiakiewicz, Elad Romanov

This work studies estimation of sparse principal components in high dimensions. Specifically, we consider a class of estimators based on kernel PCA, generalizing the covariance thr…