My intuition says I simply can't express $N \times M$ independent variables in terms of $N+M$ variables but how can I show that?
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Some hint: Rank decomposition.
user153012
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2Or, just use the fact that $\textrm{rank } (AB) \leq \min{\textrm{rank } A, \textrm{rank } B}$, which could be proved with this decomposition. – Travis Willse Aug 27 '14 at 08:20