Question: do a and at have the same eigenvectors?
Answer: Fact 3: Any matrix A has the same eigenvalues as its transpose A t. An important observation is that a matrix A may (in most cases) have more than one eigenvector corresponding to an eigenvalue. These eigenvectors that correspond to the same eigenvalue may have no relation to one another.