Let the p × q matrix A, with components a r

i

, be considered as defining a linear transformation from the domain, R q, to the range in R p. Interpret the singular values of A as invariants under independent orthogonal transformation of the domain and range spaces. For the definition of singular values and their application in numerical linear algebra, see Chambers (1977, Section 5.e).