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单词 TraceOfAMatrix
释义

trace of a matrix


Definition
Let A=(ai,j) be a square matrixMathworldPlanetmath oforder n.The trace of the matrix is the sum of the main diagonal:

trace(A)=i=1nai,i

Notation:
The trace of a matrix A is also commonly denoted as Tr(A)or TrA.

Properties:

  1. 1.

    The trace is a linear transformation from the space of square matrices tothe real numbers. In other words, if A and B are square matrices with real (or complex) entries,of same order and c is a scalar, then

    trace(A+B)=trace(A)+trace(B),
    trace(cA)=ctrace(A).
  2. 2.

    For the transposeMathworldPlanetmath and conjugate transposeMathworldPlanetmath, we have for anysquare matrix A with real (or complex) entries,

    trace(At)=trace(A),
    trace(A)=trace(A)¯.
  3. 3.

    If A and B are matrices such that AB is a square matrix, then

    trace(AB)=trace(BA).

    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 A,B,C are matrices such that ABC is a square matrix, then

    trace(ABC)=trace(CAB)=trace(BCA).
  4. 4.

    If B is in invertiblePlanetmathPlanetmath square matrix of same order as A, then

    trace(A)=trace(B-1AB).

    In other words, the trace of similar matricesMathworldPlanetmath are equal.

  5. 5.

    Let A be a square matrix of order n with real (or complex)entries aij. Then

    traceAA=traceAA
    =i,j=1n|aij|2.

    Here is the complex conjugateMathworldPlanetmath, and || is the complex modulusMathworldPlanetmath.In particular, traceAA0 with equality if and only if A=0.(See the Frobenius matrix norm.)

  6. 6.

    Various inequalities for trace 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 matrixMathworldPlanetmath 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.
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更新时间:2025/5/4 11:54:18