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Preface Review and miscellanea 1. Eigenvalues, eigenvectors, and similarity 2. Unitary equivalence and normal matrices 3. Canonical forms 4. Hermitian and symmetric matrices 5. Norms for vectors and matrices 6. Location and perturbation of eigenvalues 7. Positive definite matrices 8. Non-negative matrices 9. Appendices References.