trace of a matrix
Definition
Let be a square matrix oforder .The trace of the matrix is the sum of the main diagonal:
Notation:
The trace of a matrix is also commonly denoted as or .
Properties:
- 1.
The trace is a linear transformation from the space of square matrices tothe real numbers. In other words, if and are square matrices with real (or complex) entries,of same order and is a scalar, then
- 2.
For the transpose
and conjugate transpose
, we have for anysquare matrix with real (or complex) entries,
- 3.
If and are matrices such that is a square matrix, then
For this reason it is possible to define the trace of a linear transformation, as the choice of basis does not affect the trace.Thus, if are matrices such that is a square matrix, then
- 4.
If is in invertible
square matrix of same order as , then
In other words, the trace of similar matrices
are equal.
- 5.
Let be a square matrix of order with real (or complex)entries . Then
Here is the complex conjugate
, and is the complex modulus
.In particular, with equality if and only if .(See the Frobenius matrix norm.)
- 6.
Various inequalities for are given in[2].
See the proof of properties of trace of a matrix.
References
- 1 The Trace of a Square Matrix. Paul Ehrlich, [online]http://www.math.ufl.edu/ ehrlich/trace.htmlhttp://www.math.ufl.edu/ ehrlich/trace.html
- 2 Z.P. Yang, X.X. Feng, A note on the trace inequality forproducts of Hermitian matrix
power,Journal of Inequalities in Pure and Applied Mathematics,Volume 3, Issue 5, 2002, Article 78,http://www.emis.de/journals/JIPAM/v3n5/082_02.htmlonline.