arxivstat.COstat.MEstat.ML2026-06-27
spca: An R package to Compute Least Squares Sparse Principal Components
This paper introduces the R package spca, which provides a computational framework for least squares sparse principal component analysis (LS-SPCA). Unlike other SPCA methods, LS-SPCA generates uncorrelated sparse principal components (sPCs) that effectively maximize the explained…