Theoretical Guarantees for Sparse Principal Component Analysis based on the Elastic Net

Teng Zhang, Haoyi Yang, Lingzhou Xue

Sparse principal component analysis (SPCA) is widely used for dimensionality reduction and feature extraction in high-dimensional data analysis. Despite many methodological and the…