The outer product has entries . Every column is a multiple of , and at least one column is nonzero because . Its column space is therefore exactly , giving .
A Householder matrix is , . With one has and , so . Thus it is an orthogonal matrix and is its own inverse.
To express an arbitrary orthogonal as a product of these reflections, argue by induction on its dimension. Its first column is a unit vector. If , take . Then and , so the corresponding reflection satisfies . If , no reflection is required. The resulting orthogonal matrix has first column ; orthogonality of its columns then makes its first row as well. It is consequently with orthogonal. Apply the induction hypothesis to and embed its reflections in the full space. In dimension one the only possibilities are , the empty product, and , itself a reflection. Reversing the performed transformations proves the Householder factorization of an orthogonal matrix, with at most the dimension many reflections.