statement theorem
Cholesky decomposition
Statement
Let be a positive definite complex Hermitian matrix. Then there is exactly one lower triangular matrix with positive real diagonal entries such that If is real, then is real.
Remarks
The factor is the Cholesky factor of . For example, . It needs about half the work of an LU decomposition, and it solves systems with positive definite . A positive semidefinite matrix also has a decomposition , but need not be unique.
Explanations
L1 human
A positive definite matrix is the product of a lower triangular matrix and its conjugate transpose. This is like writing a positive number as the square of its positive square root. It is the fastest standard way to solve linear systems with such a matrix.
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To read this node, read these 9 nodes in this order. The foundations come first, and the list ends with this node.
- no evidence level
- Matrix definition
- Square matrix definition
- Transpose definition
- Lower triangular matrix definition
- Symmetric matrix definition
- Conjugate transpose definition
- Hermitian matrix definition
- Positive definite matrix definition
- Cholesky decomposition statement
Sources
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