For completeness, this section derives the Householder reflection
matrix from geometric considerations [454]. Let
denote
the *projection matrix* which orthogonally projects vectors onto
, *i.e.*,

and

specifically projects onto . Since the projection is orthogonal, we have

We may interpret as the

and we have by definition of the orthogonal projection. Consequently, the projection onto

Thus, is obtained by

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