Empirical Bayes Covariance Decomposition, and a Solution to the Multiple Tuning Problem in Sparse PCA

Joonsuk Kang, Matthew Stephens

Sparse Principal Components Analysis (PCA) has been proposed as a way to improve both interpretability and reliability of PCA. However, use of sparse PCA in practice is hindered by…