Large-Scale Sparse Principal Component Analysis with Application to Text Data

Youwei Zhang, Laurent El Ghaoui

Sparse PCA provides a linear combination of small number of features that maximizes variance across data. Although Sparse PCA has apparent advantages compared to PCA, such as bette…