Projecting "better than randomly": How to reduce the dimensionality of very large datasets in a way that outperforms random projections

Michael Wojnowicz, Di Zhang, Glenn Chisholm +2

For very large datasets, random projections (RP) have become the tool of choice for dimensionality reduction. This is due to the computational complexity of principal component ana…