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A Hermitian two-by-two pivot inertia is determined by determinant and trace signs
Statement
Let be Hermitian, and let and , using the matrix determinant and trace. Here denotes the counts, with multiplicity, of its positive, negative, and zero eigenvalues (Complex Hermitian inertia is invariant under nonsingular congruence). Then and are real. If , then . If and , then ; if and , then . No conclusion is asserted when or when and .
Facts & Assumptions
Given: A Hermitian matrix .
A Hermitian endomorphism is normal (Self-adjoint and normal endomorphisms of a finite-dimensional real or complex inner product space), and every finite-dimensional complex normal endomorphism has an orthonormal eigenbasis (Complex spectral theorem: a normal endomorphism of a finite-dimensional complex inner product space has an orthonormal eigenbasis, and conversely).
Similar matrices have the same characteristic polynomial (Similar matrices have the same characteristic polynomial).
The matrix characteristic polynomial is (For , the characteristic polynomial is when , with for the unique matrix).
The determinant of a triangular matrix is the product of its diagonal entries (The determinant of a triangular matrix is the product of its diagonal entries).
For the two-by-two matrix , the constant coefficient of is and its coefficient is ( is monic of degree ; for its coefficient is and its constant coefficient is , while ).
The matrix determinant is the finite Leibniz sum (For , the determinant over a commutative ring by the Leibniz formula, and for a real matrix).
The matrix trace is the sum of the diagonal entries (The trace as the sum of the diagonal entries).
Inertia is the triple of positive, negative, and zero eigenvalue counts with multiplicity (Complex Hermitian inertia is invariant under nonsingular congruence).
Proof
By [F1], choose a unitary and real eigenvalues such that . The matrices and are similar, so [F2] gives the same characteristic polynomial. By [F3], [F4] and the determinant definition [F6], .
By [F5], the constant and linear coefficients of are and . The matrix trace is the diagonal sum by [F7]. Comparing with the factorization in step 1.1 gives and , so both are real.
If , the two real eigenvalues have opposite signs, so there is one positive and one negative eigenvalue. If , their product is positive and neither is zero, so they have the same sign; their sum is then positive exactly when both are positive and negative exactly when both are negative. By [F8], these sign counts are the three stated inertia triples.
Depends on
- Complex spectral theorem: a normal endomorphism of a finite-dimensional complex inner product space has an orthonormal eigenbasis, and conversely
- Self-adjoint and normal endomorphisms of a finite-dimensional real or complex inner product space
- Similar matrices have the same characteristic polynomial
- For $A\in M_n(F)$, the characteristic polynomial is $\chi_A(x)=\det(xI_n-A)$ when $n\geq1$, with $\chi_A(x)=1$ for the unique $0\times0$ matrix
- The determinant of a triangular matrix is the product of its diagonal entries
- $\chi_A(x)$ is monic of degree $n$; for $n\geq1$ its $x^{n-1}$ coefficient is $-\operatorname{tr}(A)$ and its constant coefficient is $(-1)^n\det(A)$, while $\chi_{0\times0}=1$
- For $n\ge1$, the determinant over a commutative ring by the Leibniz formula, and $|\det A|$ for a real matrix
- The trace $\operatorname{tr}(A)$ as the sum of the diagonal entries
- Complex Hermitian inertia is invariant under nonsingular congruence
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Sources
- Nicholas J. Higham, Numerical Linear Algebra and Matrix Analysis, MIMS EPrint 2015.103, §5.6 (standard reference, not scraped)