Relative Perturbation Bounds for the Unitary Polar Factor
Ren-Cang Li
EECS Department, University of California, Berkeley
Technical Report No. UCB/CSD-94-854
, 1994
http://www2.eecs.berkeley.edu/Pubs/TechRpts/1994/CSD-94-854.pdf
Let <i>B</i> be an <i>m</i> x <i>n</i> (<i>m</i> >= <i>n</i>) complex matrix. It is known that there is a unique polar decomposition <i>B</i> = <i>QH</i>, where <i>Q</i>*<i>Q</i> = <i>I</i>, the <i>n</i> x <i>n</i> identity matrix, and <i>H</i> is positive definite, provided <i>B</i> has full column rank. This paper addresses the following question: how much may <i>Q</i> change if <i>B</i> is perturbed to ~<i>B</i> = <i>D</i>1<i>BD</i>2? Here <i>D</i>1 and <i>D</i>2 are two nonsingular matrices and close to the identities of suitable dimensions. <p>Known perturbation bounds for complex matrices indicate that in the worst case, the change in <i>Q</i> is proportional to the reciprocal of the smallest singular value of <i>B</i>. In this paper, we will prove that for the above mentioned perturbations to <i>B</i>, the change in <i>Q</i> is bounded only by the distances from <i>D</i>1 and <i>D</i>2 to identities! <p>As an application, we will consider perturbations for one-side scaling, i.e., the case when <i>G</i> = <i>D</i> * <i>B</i> is perturbed to ~<i>G</i> = <i>D</i> * ~<i>B</i>, where <i>D</i> is usually a nonsingular diagonal scaling matrix but for our purpose we do not have to assume this, and <i>B</i> and ~<i>B</i> are nonsingular.
BibTeX citation:
@techreport{Li:CSD-94-854, Author= {Li, Ren-Cang}, Title= {Relative Perturbation Bounds for the Unitary Polar Factor}, Year= {1994}, Month= {Dec}, Url= {http://www2.eecs.berkeley.edu/Pubs/TechRpts/1994/5480.html}, Number= {UCB/CSD-94-854}, Abstract= {Let <i>B</i> be an <i>m</i> x <i>n</i> (<i>m</i> >= <i>n</i>) complex matrix. It is known that there is a unique polar decomposition <i>B</i> = <i>QH</i>, where <i>Q</i>*<i>Q</i> = <i>I</i>, the <i>n</i> x <i>n</i> identity matrix, and <i>H</i> is positive definite, provided <i>B</i> has full column rank. This paper addresses the following question: how much may <i>Q</i> change if <i>B</i> is perturbed to ~<i>B</i> = <i>D</i>1<i>BD</i>2? Here <i>D</i>1 and <i>D</i>2 are two nonsingular matrices and close to the identities of suitable dimensions. <p>Known perturbation bounds for complex matrices indicate that in the worst case, the change in <i>Q</i> is proportional to the reciprocal of the smallest singular value of <i>B</i>. In this paper, we will prove that for the above mentioned perturbations to <i>B</i>, the change in <i>Q</i> is bounded only by the distances from <i>D</i>1 and <i>D</i>2 to identities! <p>As an application, we will consider perturbations for one-side scaling, i.e., the case when <i>G</i> = <i>D</i> * <i>B</i> is perturbed to ~<i>G</i> = <i>D</i> * ~<i>B</i>, where <i>D</i> is usually a nonsingular diagonal scaling matrix but for our purpose we do not have to assume this, and <i>B</i> and ~<i>B</i> are nonsingular.}, }
EndNote citation:
%0 Report %A Li, Ren-Cang %T Relative Perturbation Bounds for the Unitary Polar Factor %I EECS Department, University of California, Berkeley %D 1994 %@ UCB/CSD-94-854 %U http://www2.eecs.berkeley.edu/Pubs/TechRpts/1994/5480.html %F Li:CSD-94-854