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normal matrix
A complex matrix $A \in \mathbb{C}^{n\times n}$ is said to be normal if $A^\ast A = AA^\ast$ where $^\ast$ denotes the conjugate transpose.
Similarly for a real matrix $A \in \mathbb{R}^{n\times n}$ is said to be normal if $A^TA=AA^T$ where $T$ denotes the transpose.
properties:
- Equivalently a complex matrix $A \in \mathbb{C}^{n\times n}$ is said to be normal if it satisfies $[A,A^\ast]=0$ where $[,]$ is the commutator bracket.
- Equivalently a real matrix $A \in \mathbb{R}^{n\times n}$ is said to be normal if it satisfies $[A,A^T]=0$ where $[,]$ is the commutator bracket.
- Let $A$ be a square complex matrix of order $n$ . It follows from Schur's inequality that if $A$ is a normal matrix then $\sum_{i=1}^n |\lambda_i|^2 = \operatorname{trace} A^\ast A$ where $^\ast$ is the conjugate transpose and $\lambda_i$ are the eigenvalues of $A$ .
- A complex square matrix is diagonal if and only if it is normal, triangular.(see theorem for normal triangular matrices).
examples:
- $\begin{pmatrix} a & b \\ -b & a \\\end{pmatrix}$ where $a,b \in \mathbb{R}$
- $\begin{pmatrix} 1 & i \\ -i & 1 \\\end{pmatrix}$
see also:
- Wikipedia, normal matrix
normal matrix is owned by Yann Lamontagne.
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