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Shifted QR iteration preserves upper Hessenberg form
Statement
If is upper Hessenberg and a shifted QR step factors using the standard adjacent-row Givens eliminations, then
is again upper Hessenberg.
Facts & Assumptions
Given: An upper Hessenberg matrix and a shifted QR factorisation built from adjacent Givens eliminations.
A shifted QR step is (Unshifted QR iteration, shifted QR iteration, deflation, and the Wilkinson shift).
Upper Hessenberg means all entries below the first subdiagonal vanish (Upper Hessenberg matrices and real symmetric tridiagonal matrices).
Givens transformations are unitary and annihilate a chosen adjacent entry (Real Givens rotations and complex Givens transformations, Householder reflectors and Givens transformations are unitary and can annihilate prescribed entries).
Proof
Because is upper Hessenberg, each subdiagonal entry can be annihilated by an adjacent Givens rotation acting only on two consecutive rows. By [L3], the product of these rotations gives and an upper triangular .
Right-multiplying an upper triangular matrix by one adjacent Givens rotation can create a nonzero entry only one row below the diagonal in the two affected columns. Repeating this through the same adjacent sequence keeps upper Hessenberg.
Adding changes only diagonal entries, so [L1] and step 2.1 show that is again upper Hessenberg.
Depends on
- Real Givens rotations and complex Givens transformations
- Unshifted QR iteration, shifted QR iteration, deflation, and the Wilkinson shift
- Upper Hessenberg matrices and real symmetric tridiagonal matrices
- Householder reflectors and Givens transformations are unitary and can annihilate prescribed entries
Used by
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Sources
- Andrew Stuart and Jochen Voss, Matrix Analysis and Algorithms (standard reference, not scraped)