Unit: Matrices

Lesson Preview

We've already seen that (A+B)T=AT+BT(A + B)^T = A^T + B^T, which holds for real or complex matrices.

Also recall that A=(AT)=(A)TA^\dagger= (A^T)^* = (A^*)^T is the conjugate transpose of AA i.e. the result of transposing the matrix then taking the complex conjugate of each entry (or vice-versa). 

Now, suppose that we have two complex matrices AA and BB of the same dimension (so we can add them).

Then (A+B)=A+B(A + B)^\dagger = A^\dagger + B^\dagger.

The working is essentially the same as we saw for (A+B)T=AT+BT(A + B)^T = A^T + B^T except we need to apply the complex conjugate as well as the transpose.

To see this, let’s consider an example with the following matrices:

A=[i01i241],B=[6i123ii1+i]A = \begin{bmatrix} i & 0 & 1 - i \\ 2 & 4 & -1 \end{bmatrix}, \quad B = \begin{bmatrix} -6i & 1 & 2 \\ 3i & -i & 1 + i \end{bmatrix}

Then:

(A+B)=([i01i241]+[6i123ii1+i])=[5i13i2+3i4ii]=[5i2+3i14i3ii](taking transpose)=[5i23i14+i3+ii](taking conjugate)\begin{align*} (A + B)^\dagger &= \left( \begin{bmatrix} i & 0 & 1 - i \\ 2 & 4 & -1 \end{bmatrix} + \begin{bmatrix} -6i & 1 & 2 \\ 3i & -i & 1 + i \end{bmatrix} \right)^\dagger \\ &= \begin{bmatrix} -5i & 1 & 3 - i \\ 2 + 3i & 4 - i & i \end{bmatrix}^\dagger \\ &= \begin{bmatrix} -5i & 2 + 3i \\ 1 & 4 - i \\ 3 - i & i \end{bmatrix}^* \quad \text{(taking transpose)}\\ &= \begin{bmatrix} 5i & 2 - 3i \\ 1 & 4 + i \\ 3 + i & -i \end{bmatrix} \quad \text{(taking conjugate)} \end{align*}

Note that A=[i2041+i1]A^\dagger = \begin{bmatrix} -i & 2 \\ 0 & 4 \\ 1 + i & -1 \end{bmatrix} and B=[6i3i1i21i]B^\dagger = \begin{bmatrix} 6i & -3i \\ 1 & i \\ 2 & 1 - i \end{bmatrix} and so:

... ...

... continued in the full lesson.

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