We give a constructive characterization of matrices satisfying the reverse-order law for the Moore–Penrose pseudoinverse. In particular, for a given matrix we construct another matrix , of arbitrary compatible size and chosen rank, in terms of the right singular vectors of , such that the reverse order law for is satisfied. Moreover, we show that any matrix satisfying this law comes from a similar construction. As a consequence, several equivalent conditions to being a pseudoinverse of are given, for example or being an orthogonal projection. In addition, we parameterize all possible SVD decompositions of a fixed matrix and give Greville-like equivalent conditions for being a -,- and -inverse of , with a geometric insight in terms of the principal angles between and .

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