Haynsworth inertia additivity formula

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Short description: Counts positive, negative, and zero eigenvalues of a block partitioned Hermitian matrix

In mathematics, the Haynsworth inertia additivity formula, discovered by Emilie Virginia Haynsworth (1916–1985), concerns the number of positive, negative, and zero eigenvalues of a Hermitian matrix and of block matrices into which it is partitioned.[1]

The inertia of a Hermitian matrix H is defined as the ordered triple

In(H)=(π(H),ν(H),δ(H))

whose components are respectively the numbers of positive, negative, and zero eigenvalues of H. Haynsworth considered a partitioned Hermitian matrix

H=[H11H12H12H22]

where H11 is nonsingular and H12* is the conjugate transpose of H12. The formula states:[2][3]

In[H11H12H12H22]=In(H11)+In(H/H11)

where H/H11 is the Schur complement of H11 in H:

H/H11=H22H12H111H12.

Generalization

If H11 is singular, we can still define the generalized Schur complement, using the Moore–Penrose inverse H11+ instead of H111.

The formula does not hold if H11 is singular. However, a generalization has been proven in 1974 by Carlson, Haynsworth and Markham,[4] to the effect that π(H)π(H11)+π(H/H11) and ν(H)ν(H11)+ν(H/H11).

Carlson, Haynsworth and Markham also gave sufficient and necessary conditions for equality to hold.

See also

Notes and references

  1. Haynsworth, E. V., "Determination of the inertia of a partitioned Hermitian matrix", Linear Algebra and its Applications, volume 1 (1968), pages 73–81
  2. Zhang, Fuzhen (2005). The Schur Complement and Its Applications. Springer. p. 15. ISBN 0-387-24271-6. https://archive.org/details/schurcomplementi00zhan_673. 
  3. The Schur Complement and Its Applications, p. 15, at Google Books
  4. Carlson, D.; Haynsworth, E. V.; Markham, T. (1974). "A generalization of the Schur complement by means of the Moore–Penrose inverse". SIAM J. Appl. Math. 16 (1): 169–175. doi:10.1137/0126013.