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单词 Singular Value Decomposition
释义

Singular Value Decomposition

An expansion of a Real Matrix by Orthogonal Outer Products according to

(1)

where ,
(2)

and
(3)

Here is the Kronecker Delta and is theMatrix Transpose.

See also Cholesky Decomposition, LU Decomposition, QR Decomposition


References

Nash, J. C. ``The Singular-Value Decomposition and Its Use to Solve Least-Squares Problems.'' Ch. 3 in Compact Numerical Methods for Computers: Linear Algebra and Function Minimisation, 2nd ed. Bristol, England: Adam Hilger, pp. 30-48, 1990.

Press, W. H.; Flannery, B. P.; Teukolsky, S. A.; and Vetterling, W. T. ``Singular Value Decomposition.'' §2.6 in Numerical Recipes in FORTRAN: The Art of Scientific Computing, 2nd ed. Cambridge, England: Cambridge University Press, pp. 51-63, 1992.


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更新时间:2024/11/15 3:25:34