Dimension Reduction

High-throughput data dimension reduction via seeded canonical correlation analysis

Canonical correlation analysis (CCA) is one of popular statistical methodologies in multivariate analysis, especially, instudying relation of two sets of variables. However, if sample sizes are smaller than the maximum of the dimensionsof two sets of …

Multivariate seeded dimension reduction

A recently introduced seeded dimension reduction approach enables existing sufficientdimension reduction methods to be used in regressions with n