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Encyclopedia > Rayleigh quotient

In mathematics, for a given real symmetric matrix A and real nonzero vector x, the Rayleigh quotient R(A,x) is defined as:

Note that R(A,c·x) = R(A,x) for any real scalar c.


It can be shown that this quotient reaches its minimum value λmin (the smallest eigenvalue of A) when x is vmin (the corresponding eigenvector). Similarly, R(A,x) ≤ λmax and R(A,vmax) = λmax


The Rayleigh quotient is used in eigenvalue algorithms to obtain an eigenvalue approximation from an eigenvector approximation. Specifically, this is the basis for Rayleigh quotient iteration.


  Results from FactBites:
 
PlanetMath: Rayleigh quotient (301 words)
Namely, one first minimizes the Rayleigh quotient over the whole vector space.
At each step, one minimizes the Rayleigh quotient over the subspace orthogonal to all the vectors found in the preceding steps to find another eigenvalue and its corresponding eigenvector.
This is version 6 of Rayleigh quotient, born on 2003-05-27, modified 2006-11-07.
  More results at FactBites »


 

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