Given an arbitrary N-by-N matrix A, to what extent can it's original values be estimated from P?
$$ P = A'A$$
A has \(N^2\) degrees of freedom, whereas P has \( \frac{N^2-N}{2}+N \) degrees of freedom. What is the best way to estimate the original values in A?