PCA-Guided Quantile Sampling: Preserving Data Structure in Large-Scale Subsampling

Foo Hui-Mean, Yuan-chin Ivan Chang

We introduce Principal Component Analysis guided Quantile Sampling (PCA QS), a novel sampling framework designed to preserve both the statistical and geometric structure of large s…