Linear Algebra, Randomization, Singular Values, Eigenvectors, Thoughts And Theory.
turn into random matrix theory to find the answer this question. It tells us that- if we randomly sample the column space of our original data matrix S by taking random projections, it is highly unlikely that the projection will throw away any important part of the story being told by the data