Difference between revisions of "Trace of a square matrix"
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The trace of the [[Tensor product|tensor (Kronecker) product]] of square matrices over a field is equal to the product of the traces of the factors. | The trace of the [[Tensor product|tensor (Kronecker) product]] of square matrices over a field is equal to the product of the traces of the factors. | ||
+ | The trace of a product of matrices $A \in \mathbb{R}^{n \times m}$, $B \in \mathbb{R}^{m \times n}$ with a resulting square matrix is equal to the sum over all components of a [[Hadamard product|hadamard product]] of $A$ and $B^T$: | ||
+ | $$ | ||
+ | \tr(AB) = \sum_{i=1}^n \sum_{j=1}^n (A \circ B^T)_{i,j}. | ||
+ | $$ | ||
====References==== | ====References==== | ||
Revision as of 09:50, 11 February 2014
2020 Mathematics Subject Classification: Primary: 15A15 [MSN][ZBL] $ \newcommand{\tr}{\mathop{\mathrm{tr}}} \newcommand{\Tr}{\mathop{\mathrm{Tr}}} \newcommand{\Sp}{\mathop{\mathrm{Sp}}} $
The sum of the entries on the main diagonal of this matrix. The trace of a matrix $A = [a_{ij}]$ is denoted by $\tr A$, $\Tr A$ or $\Sp A$: $$ \tr A = \sum_{i=0}^n a_{ii} $$ Let $A$ be a square matrix of order $n$ over a field $k$. The trace of $A$ coincides with the sum of the roots of the characteristic polynomial of $A$. If $k$ is a field of characteristic 0, then the $n$ traces $\tr A, \ldots \tr A^n$ uniquely determine the characteristic polynomial of $A$. In particular, $A$ is nilpotent if and only if $\tr A^m = 0$ for all $m=1,\ldots,n$.
If $A$ and $B$ are square matrices of the same order over $k$, and $\alpha,\beta \in k$, then $$ \tr(\alpha A + \beta B) = \alpha \tr A + \beta \tr B, \quad \tr AB = \tr BA, $$ while if $\det B \neq 0$, $$ \tr(BAB^{-1}) = \tr A. $$ The trace of the tensor (Kronecker) product of square matrices over a field is equal to the product of the traces of the factors.
The trace of a product of matrices $A \in \mathbb{R}^{n \times m}$, $B \in \mathbb{R}^{m \times n}$ with a resulting square matrix is equal to the sum over all components of a hadamard product of $A$ and $B^T$: $$ \tr(AB) = \sum_{i=1}^n \sum_{j=1}^n (A \circ B^T)_{i,j}. $$
References
[Co] | P.M. Cohn, "Algebra", 1, Wiley (1982) pp. 336 |
[Ga] | F.R. [F.R. Gantmakher] Gantmacher, "The theory of matrices", 1, Chelsea, reprint (1959) (Translated from Russian) |
Trace of a square matrix. Encyclopedia of Mathematics. URL: http://encyclopediaofmath.org/index.php?title=Trace_of_a_square_matrix&oldid=31319