To demonstrate that the trace is invariant under a change of basis, one can express the transformation as A' = B A B^{-1} and utilize the cyclic property of the trace, which states that Tr(ABC) = Tr(BCA) = Tr(CAB). Alternatively, the trace can be shown to be basis invariant by proving that it equals the sum of eigenvalues, which remain unchanged regardless of the basis. This involves showing that if v is an eigenvector of A, then the transformed vector in the new basis satisfies the eigenvalue equation with the same eigenvalue. The discussion highlights the importance of correctly expressing the relationship between original and transformed vectors and matrices.