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Sylvester's Inertia Law


Sylvester's inertia law states that the numbers of positive, negative, and 0 eigenvalues of a real symmetric matrix do not change under a nonsingular congruence transformation. Gradshteyn and Ryzhik (2000) state it as follows: when a real quadratic form Q in n variables is reduced by a nonsingular linear transformation to the form

 Q=y_1^2+y_2^2+...+y_p^2-y_(p+1)^2-y_(p+2)^2-...-y_r^2,
(1)

the number p of positive squares appearing in the reduction is an invariant of the quadratic form Q and does not depend on the method of reduction.

The law also counts generalized eigenvalues. Let K and M be real symmetric matrices, with M a positive definite matrix, and let lambda_1, lambda_2, ..., lambda_n be the generalized eigenvalues of Ku=lambdaMu, counted with multiplicity. If n_-(B) denotes the number of negative eigenvalues of a real symmetric matrix B, then for every real sigma,

 #{j:lambda_j<sigma}=n_-(K-sigmaM).
(2)

Indeed, K-sigmaM is related by a congruence transformation to M^(-1/2)KM^(-1/2)-sigmaI, whose eigenvalues are lambda_j-sigma.

A symmetric factorization

 K-sigmaM=LDL^T,
(3)

with L nonsingular and D a block diagonal matrix with symmetric 1×1 and 2×2 blocks, gives n_-(K-sigmaM)=n_-(D). The latter count is obtained from the eigenvalues of the individual blocks. Thus, if alpha<beta and neither endpoint is a generalized eigenvalue, the difference n_-(K-betaM)-n_-(K-alphaM) counts the generalized eigenvalues in (alpha,beta), including multiplicities. Such counts are used to check that a computation has found all generalized eigenvalues in an interval (Grimes et al. 1994).


See also

Congruence Transformation, Eigenvalue, Generalized Eigenvalue, Quadratic Form

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References

Gradshteyn, I. S. and Ryzhik, I. M. Tables of Integrals, Series, and Products, 6th ed. San Diego, CA: Academic Press, p. 1062, 2000.Grimes, R. G.; Lewis, J. G.; and Simon, H. D. "A Shifted Block Lanczos Algorithm for Solving Sparse Symmetric Generalized Eigenproblems." SIAM J. Matrix Anal. Appl. 15, 228-272, 1994. https://doi.org/10.1137/S0895479888151111.

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Sylvester's Inertia Law

Cite this as:

Weisstein, Eric W. "Sylvester's Inertia Law." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/SylvestersInertiaLaw.html

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