The columns of are the coordinates of the vectors , so they form a basis exactly whenFor a linear transformation , define its matrix representation in the standard basis byThe change-of-basis matrix satisfies . Thereforeand multiplication by gives the similar matrix relation
The characteristic polynomial of the displayed isEigenvectors , , and giveIndeed, andso . Finally, the diagonalization of a matrix gives
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