Tool to compute the trace of a matrix. The trace of a square matrix M is the addition of values of its main diagonal, and is noted Tr(M).
Trace of a Matrix - dCode
Tag(s) : Matrix
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Tool to compute the trace of a matrix. The trace of a square matrix M is the addition of values of its main diagonal, and is noted Tr(M).
The trace of a square matrix is the addition of the values on its main diagonal (starting from the top left corner and shifting one space to the right and down).
$$ \begin{bmatrix} X & . & . \\ . & X & . \\ . & . & X \end{bmatrix} or \begin{bmatrix} X & . & . \\ . & X & . \end{bmatrix} or \begin{bmatrix} X & . \\ . & X \\ . & . \end{bmatrix} $$
To calculate the trace of a square matrix $ M $ of size $ n $, make the sum of diagonal values:
$$ \mathrm{Tr}(M) = \sum_{i=1}^{n} a_{i \, i} $$
- For a 2x2 matrix: $$ M = \begin{bmatrix} a & b \\ c & d \end{bmatrix} \\ \mathrm{Tr}(M) = a+d $$
Example: $$ M = \begin{bmatrix} 1 & 2 \\ 3 & 4 \end{bmatrix} \\ \mathrm{Tr}(M) = 1+4 = 5 $$
- For a 3x3 matrix: $$ M = \begin{bmatrix} a & b & c \\d & e & f \\ g & h & i \end{bmatrix} \\ \mathrm{Tr}(M) = a+e+i $$
- For rectangular matrix $ M $ of size $ m \times n $, the diagonal used is the one of the included square matrix (from top left corner).
Example: $$ M = \begin{bmatrix} 1 & 2 & 3 \\ 4 & 5 & 6 \end{bmatrix} \Rightarrow \mathrm{Tr}(M) = \mathrm{Tr} \begin{bmatrix} 1 & 2 \\ 4 & 5 \end{bmatrix} $$
Calculation from the eigenvalues of a matrix: the trace of a $ M $ matrix is equal to the sum of its eigenvalues (including complex values and multiplicity).
NB: The product of the eigenvalues is the determinant of the matrix.
Trace follows the following properties:
The trace of an identity matrix $ I_n $ (of size $ n $) equals $ n $.
$$ \mathrm{Tr}(I_n) = n $$
For A and B of the same order (that can be added):
$$ \mathrm{Tr}(A + B) = \mathrm{Tr}(A) + \mathrm{Tr}(B) $$
For A and B of compatible size (and therefore A.B is a square matrix by multiplication">matrix multiplication):
$$ \mathrm{Tr}(AB) = \mathrm{Tr}(BA) $$
For a given scalar c:
$$ \mathrm{Tr}(c A) = c \mathrm{Tr}(A) $$
For $ A^T $ the transposed matrix of A:
$$ \mathrm{Tr}(A^T) = \mathrm{Tr}(A) $$
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