Kunze Linear Algebra · Problem 3.7.3

Linear Transformations

Mathematics — Methods · transpose-commutator-trace

Problem

Let VV be the space of all n×nn \times n matrices over a field FF and let BB be a fixed n×nn \times n matrix. If TT is the linear operator on VV defined by T(A)=AB−BAT(A) = AB - BA, and if ff is the trace function, what is TtfT^t f?
Intuitive explanation

The adjoint operator TtT^t reverses the action of TT in the sense of the duality pairing between VV and its dual space V∗V^*. Since ff is the trace function (a linear functional on VV), you need to find which linear functional TtfT^t f is by using the definition: (Ttf)(A)=f(T(A))(T^t f)(A) = f(T(A)) for all A∈VA \in V. The key insight is that the trace has a special property—tr(XY)=tr(YX)\text{tr}(XY) = \text{tr}(YX)—which makes commutators vanish under the trace, so f(T(A))=tr(AB−BA)=0f(T(A)) = \text{tr}(AB - BA) = 0 for every matrix AA.

Intuitive explanation

The adjoint operator TtT^t reverses the action of TT in the sense of the duality pairing between VV and its dual space V∗V^*. Since ff is the trace function (a linear functional on VV), you need to find which linear functional TtfT^t f is by using the definition: (Ttf)(A)=f(T(A))(T^t f)(A) = f(T(A)) for all A∈VA \in V. The key insight is that the trace has a special property—tr(XY)=tr(YX)\text{tr}(XY) = \text{tr}(YX)—which makes commutators vanish under the trace, so f(T(A))=tr(AB−BA)=0f(T(A)) = \text{tr}(AB - BA) = 0 for every matrix AA.

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