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?