The index of a critical point is the number of negative eigenvalues of the Hessian matrix of V evaluated at the critical point. Since the Hessian is diagonal, the eigenvalues are simply the numbers ∂ 2 (g i ) x 2 i (x i ) on the diagonal, which all are nonzero since the Hessian is non-degenerate. For each g i , if