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Singular value
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== The smallest singular value == The smallest singular value of a matrix ''A'' is ''Ο''<sub>n</sub>(''A''). It has the following properties for a non-singular matrix A: * The 2-norm of the inverse matrix A<sup>β1</sup> equals the inverse ''Ο''<sub>n</sub><sup>β1</sup>(''A'').<ref name=":0">{{Cite book |last=Demmel |first=James W. |url=http://epubs.siam.org/doi/book/10.1137/1.9781611971446 |title=Applied Numerical Linear Algebra |date=January 1997 |publisher=Society for Industrial and Applied Mathematics |isbn=978-0-89871-389-3 |language=en |doi=10.1137/1.9781611971446}}</ref>{{Rp|location=Thm.3.3}} * The absolute values of all elements in the inverse matrix A<sup>β1</sup> are at most the inverse ''Ο''<sub>n</sub><sup>β1</sup>(''A'').<ref name=":0" />{{Rp|location=Thm.3.3}} Intuitively, if ''Ο''<sub>n</sub>(''A'') is small, then the rows of A are "almost" linearly dependent. If it is ''Ο''<sub>n</sub>(''A'') = 0, then the rows of A are linearly dependent and A is not invertible.
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