Suppose Q is amatrix with orthogonal columns. Write in column form. Next, write. Use the definition of matrix multiplication and compute the ij-entry of thematrix:
Now use the assumption the assumption that the columns of Q are orthogonal to conclude that
The preceding computation shows thatis a diagonal matrix. The diagonal entries are equal to the squares of the norms of the corresponding columns of Q.
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