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In linear algebra and numerical analysis a preconditioner P of a matrix A is a matrix such that P-1A has a lower condition number than A.

This is useful, for instance, when solving a linear system

Ax = b,\,
for x using iterative methods, since the number of iterations usually increases with the condition number. Thus, solving
P^{-1}Ax = P^{-1}b,\,
is equivalent to the original system but has a lower condition number, i.e. it is better conditioned. If the number of iterations are consequently reduced and the cost (computing time) of applying P-1 is small, a gain in total computing time is achieved.

See also


Numerical linear algebra

 

This article is licensed under the GNU Free Documentation License. It uses material from the "Preconditioner".

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