Consequently, v [ f A ] = A v [ f ]. In other words, the components of a vector transform contravariantly (that is, inversely or in the opposite way) under a change of basis by the nonsingular matrix A. The contravariance of the components of v [ f ] is notationally designated by placing the indices of v [ f ] in the upper position.