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Perturbation theory for pseudo-inverses

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Abstract

A perturbation theory for pseudo-inverses is developed. The theory is based on a useful decomposition (theorem 2.1) ofB + -A + whereB andA arem ×n matrices. Sharp estimates of ∥B + -A +∥ are derived for unitary invariant norms whenA andB are of the same rank and ∥B -A∥ is small. Under similar conditions the perturbation of a linear systemAx=b is studied. Realistic bounds on the perturbation ofx=A + b andr=b=Ax are given. Finally it is seen thatA + andB + can be compared if and only ifR(A) andR(B) as well asR(A H) andR(B H) are in the acute case. Some theorems valid only in the acute case are also proved.

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This work was sponsored in part by The Swedish Institute of Applied Mathematics.

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Wedin, PÅ. Perturbation theory for pseudo-inverses. BIT 13, 217–232 (1973). https://doi.org/10.1007/BF01933494

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  • DOI: https://doi.org/10.1007/BF01933494

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