The problem defined in the title of this paper is examined, on the basis of its connection with the problem of singular decomposition of the matrix in question. In particular, it is proved that the wellknown group relaxation method is convergent given any initial approximation, and its rate of convergence is shown to depend on the relation between the corresponding singular numbers of the matrix.