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Singular value decomposition
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=== Ky Fan norms === The sum of the {{tmath|k}} largest singular values of {{tmath|\mathbf M}} is a [[matrix norm]], the [[Ky Fan]] {{tmath|k}}-norm of {{tmath|\mathbf M.}}<ref>{{Cite journal|last=Fan|first=Ky.|date=1951|title=Maximum properties and inequalities for the eigenvalues of completely continuous operators|journal=Proceedings of the National Academy of Sciences of the United States of America|volume=37|issue=11|pages=760β766|doi=10.1073/pnas.37.11.760|pmid=16578416|pmc=1063464|bibcode=1951PNAS...37..760F|doi-access=free}}</ref> The first of the Ky Fan norms, the Ky Fan 1-norm, is the same as the [[operator norm]] of {{tmath|\mathbf M}} as a linear operator with respect to the Euclidean norms of {{tmath|K^m}} and {{tmath|K^n.}} In other words, the Ky Fan 1-norm is the operator norm induced by the standard <math>\ell^2</math> Euclidean inner product. For this reason, it is also called the operator 2-norm. One can easily verify the relationship between the Ky Fan 1-norm and singular values. It is true in general, for a bounded operator {{tmath|\mathbf M}} on (possibly infinite-dimensional) Hilbert spaces <math display=block> \| \mathbf M \| = \| \mathbf M^* \mathbf M \|^\frac{1}{2} </math> But, in the matrix case, {{tmath|(\mathbf M^* \mathbf M)^{1/2} }} is a [[normal matrix]], so <math> \|\mathbf M^* \mathbf M\|^{1/2} </math> is the largest eigenvalue of {{tmath|(\mathbf M^* \mathbf M)^{1/2},}} i.e. the largest singular value of {{tmath|\mathbf M.}} The last of the Ky Fan norms, the sum of all singular values, is the [[trace class|trace norm]] (also known as the 'nuclear norm'), defined by <math>\| \mathbf M \| = \operatorname{Tr}(\mathbf M^* \mathbf M)^{1/2}</math> (the eigenvalues of {{tmath|\mathbf M^* \mathbf M}} are the squares of the singular values).
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