Does Principal Component Analysis Preserve the Sparsity in Sparse Weak Factor Models?

Jie Wei, Yonghui Zhang

This paper studies the principal component (PC) method-based estimation of weak factor models with sparse loadings. We uncover an intrinsic near-sparsity preservation property for…