Search the corpus

    Determinant of $A \mapsto BAB^*$ on all matrices and on Hermitian matrices

    E-HK-54-13

    Area
    Algebra
    Topics
    Determinants, Linear Algebra, Linear Transformations
    Status
    draft

    Let \(V\) be the vector space of all \(n \times n\) matrices over the field of complex numbers, and let \(B\) be a fixed \(n \times n\) matrix over \(C\). Define a linear operator \(M_B\) on \(V\) by \(M_B(A) = BAB^*\), where \(B^* = \overline{B^t}\). Show that \[ \det M_B = |\det B|^{2n}. \] Now let \(H\) be the set of all Hermitian matrices in \(V\), \(A\) being Hermitian if \(A = A^*\). Then \(H\) is a vector space over the field of real numbers. Show that the function \(T_B\) defined by \(T_B(A) = BAB^*\) is a linear operator on the real vector space \(H\), and then show that \(\det T_B = |\det B|^{2n}\). (Hint: In computing \(\det T_B\), show that \(V\) has a basis consisting of Hermitian matrices and then show that \(\det T_B = \det M_B\).)

    Solution

    Goal. Show \(\det M_B = |\det B|^{2n}\) on \(V\), and \(\det T_B = |\det B|^{2n}\) on the real space \(H\) of Hermitian matrices.

    1. \(\det M_B = |\det B|^{2n}\).

    1.1. \(M_B = L_B \circ R_{B^*}\), where \(L_B(A) = BA\) and \(R_{B^*}(A) = AB^*\).

    \(M_B(A) = BAB^* = L_B(R_{B^*}(A))\).

    1.2. \(\det L_B = (\det B)^n\) and \(\det R_{B^*} = (\det B^*)^n = \overline{\det B}^n\).

    \(L_B\) acts as \(B\) on each of the \(n\) columns, so \(\det L_B = (\det B)^n\); similarly \(R_{B^*}\) acts as \(B^*\) on each row, so \(\det R_{B^*} = (\det B^*)^n\).

    1.3. Hence \(\det M_B = \det L_B \cdot \det R_{B^*} = (\det B)^n \overline{\det B}^n = |\det B|^{2n}\).

    determinant is multiplicative.

    2. \(H\) is a real vector space, and \(T_B\) is a linear operator on it.

    2.1. \(H = \theset{A : A = A^*}\) is closed under real linear combinations.

    if \(A, C\) are Hermitian and \(r \in \RR\), then \((A + C)^* = A + C\) and \((rA)^* = rA\).

    2.2. \(T_B(A) = BAB^*\) is Hermitian when \(A\) is.

    \((BAB^*)^* = B A^* B^* = B A B^*\) (since \(A^* = A\)).

    2.3. Hence \(T_B\) is a linear operator on the real vector space \(H\).

    2.1 and 2.2.

    3. \(\det T_B = |\det B|^{2n}\).

    3.1. \(V\) has a basis consisting of Hermitian matrices.

    the matrices \(E_{jj}\) (diagonal) and \(E_{jk} + E_{kj}\), \(i(E_{jk} - E_{kj})\) (off-diagonal) form a basis of \(V\) over \(\CC\), and each is Hermitian; this gives a real basis of \(H\) and a complex basis of \(V\).

    3.2. \(M_B\) and \(T_B\) have the same matrix (in the appropriate bases), so \(\det T_B = \det M_B\).

    \(M_B\) and \(T_B\) are the same map \(A \mapsto BAB^*\); on the Hermitian basis, the real matrix of \(T_B\) and the complex matrix of \(M_B\) agree, so their determinants agree.

    3.3. Hence \(\det T_B = \det M_B = |\det B|^{2n}\).

    3.2 and 1.3.

    4. Q.E.D.

    1.3 and 3.3 give the two results.