I'm interested in the evaluation of the loss of information after projecting multidimensional data. Since the dimensional reduction is a common tool to analyse data,a question about the loss of information seems to be reasonable, but I failed to find something useful, except comparing entropia before and after projection.
Can you help me and advice some technique?
Thank you very much!!!
Perhaps what you are looking for is the Johnson-Lindenstrauss lemma...