Math 2.0

Linear and multilinear algebra; matrix theory Canonical forms and decompositions Theorem

Cholesky decomposition

Builds on Positive definite matrixLower triangular matrix

Statement

Let AA be a positive definite n×nn \times n complex Hermitian matrix. Then there is exactly one lower triangular matrix LL with positive real diagonal entries such that A=LL∗.A = L L^*. If AA is real, then LL is real.

Remarks

The factor LL is the Cholesky factor of AA. For example, (4225)=(2012)(2102)\begin{pmatrix} 4 & 2 \\ 2 & 5 \end{pmatrix} = \begin{pmatrix} 2 & 0 \\ 1 & 2 \end{pmatrix} \begin{pmatrix} 2 & 1 \\ 0 & 2 \end{pmatrix}. It needs about half the work of an LU decomposition, and it solves systems Ax=bAx = b with positive definite AA. A positive semidefinite matrix also has a decomposition A=LL∗A = L L^*, but LL need not be unique.

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  1. Matrix definition
  2. Square matrix definition
  3. Transpose definition
  4. Lower triangular matrix definition
  5. Symmetric matrix definition
  6. Conjugate transpose definition
  7. Hermitian matrix definition
  8. Positive definite matrix definition
  9. Cholesky decomposition statement

Where this leads

5 pages build on this one.

Further reading

  1. Web https://en.wikipedia.org/wiki/Cholesky_decomposition, Statement
About this page
Tag0WKG8CYY6A
URIm2://0WKG8CYY6A
Kindstatement, theorem
WritingW1 stated
MSC15A23, 65F05
StatusThis copy of the site has no build data. Run m2 status 0WKG8CYY6A.
UsesPositive definite matrix, Lower triangular matrix
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