LS-RPCA reduces dimensionality of large datasets better than random projections.
problem Reducing dimensionality of very large datasets for better classification performance.
method Developed LS-RPCA, an extension of RPCA for large datasets, to compare with random projections.
result LS-RPCA significantly improves classification performance over random projections.