square root of positive definite matrix
Suppose M is a positive definite Hermitian matrix
. Then M has a diagonalization
M=P*diag(λ1,…,λn)P |
where P is a unitary matrix and
λ1,…,λn are the eigenvalues
of M, which are all positive.
We can now define the square root of M as the matrix
M1/2=P*diag(√λ1,…,√λn)P. |
The following properties are clear
-
1.
M1/2M1/2=M,
-
2.
M1/2 is Hermitian and positive definite.
-
3.
M1/2 and M commute
-
4.
(M1/2)T=(MT)1/2.
-
5.
(M1/2)-1=(M-1)1/2, so one can write M-1/2
-
6.
If the eigenvalues of M are (λ1,…,λn), then the eigenvalues of M1/2 are (√λ1,…,√λn).
Title | square root of positive definite matrix |
---|---|
Canonical name | SquareRootOfPositiveDefiniteMatrix |
Date of creation | 2013-03-22 15:16:42 |
Last modified on | 2013-03-22 15:16:42 |
Owner | rspuzio (6075) |
Last modified by | rspuzio (6075) |
Numerical id | 12 |
Author | rspuzio (6075) |
Entry type | Definition |
Classification | msc 15A48 |
Related topic | CholeskyDecomposition |