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How do we reconstruct a point x(i) from the compressed representation z(i).
x(i) = UT z(i)
z(i) = (Ured)T x(i)
x(i) = z(i) (U)T x(i)
x(i) = Ured z(i)
x(i) = z(i) UredT z(i)
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