[Go to site: main page, start]

TOPICS
Search

Matrix Trace


The trace of an n×n square matrix A is defined to be

 Tr(A)=sum_(i=1)^na_(ii),
(1)

i.e., the sum of the diagonal elements. The matrix trace is implemented in the Wolfram Language as Tr[list].

For square matrices A and B, it is true that

Tr(A)=Tr(A^T)
(2)
Tr(A+B)=Tr(A)+Tr(B)
(3)
Tr(alphaA)=alphaTr(A)
(4)

(Lang 1987, p. 40), where A^T denotes the transpose. The trace is also invariant under a similarity transformation

 A^'=BAB^(-1)
(5)

(Lang 1987, p. 64). Since

 (bab^(-1))_(ij)=b_(il)a_(lk)b_(kj)^(-1)
(6)

(where Einstein summation is used here to sum over repeated indices), it follows that

Tr(BAB^(-1))=b_(il)a_(lk)b^(-1)_(ki)
(7)
=(b^(-1)b)_(kl)a_(lk)
(8)
=delta_(kl)a_(lk)
(9)
=a_(kk)
(10)
=Tr(A),
(11)

where delta_(ij) is the Kronecker delta.

The trace of a product of two square matrices is independent of the order of the multiplication since

Tr(AB)=(ab)_(ii)
(12)
=a_(ij)b_(ji)
(13)
=b_(ji)a_(ij)
(14)
=(ba)_(jj)
(15)
=Tr(BA)
(16)

(again using Einstein summation). Therefore, the trace of the commutator of A and B is given by

 Tr([A,B])=Tr(AB)-Tr(BA)=0.
(17)

The trace of a product of three or more square matrices, on the other hand, is invariant only under cyclic permutations of the order of multiplication of the matrices, by a similar argument.

The product of a symmetric and an antisymmetric matrix has zero trace,

 Tr(A_SB_A)=0.
(18)

The trace of a 3×3 rotation matrix representing a rotation through angle phi can be found by choosing a coordinate system in which the z-axis lies along the axis of rotation. In this coordinate system, the matrix is

 A^'=[cosphi sinphi 0; -sinphi cosphi 0; 0 0 1],
(19)

so the trace is

 Tr(A^')=Tr(A)=a_(ii)=1+2cosphi,
(20)

where a_(ii) is interpreted as Einstein summation notation.

In group theory, the group character of a group representation is the function that assigns to each group element the trace of its matrix under the representation.


See also

Group Character, Matrix, Square Matrix, Supertrace, Tensor Contraction, Tensor Trace

Explore with Wolfram|Alpha

References

Lang, S. Linear Algebra, 3rd ed. New York: Springer-Verlag, pp. 40 and 64, 1987.Munkres, J. R. Elements of Algebraic Topology. New York: Perseus Books Pub.,p. 122, 1993.

Referenced on Wolfram|Alpha

Matrix Trace

Cite this as:

Weisstein, Eric W. "Matrix Trace." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/MatrixTrace.html

Subject classifications