[Math] Real Linear vs. Complex Linear

linear algebralinear-transformationstransformation

I recently started a new math course and got hung up on a particular problem from the book "Linear Algebra Done Wrong". Specifically, problem 1.3.6 (c). I am an engineer, and I believe I simply lack terminology/definition to solve the problem. Again, it is part (c) of the problem:

The set $\mathbb C$ of complex numbers can be canonically identied with the space $\mathbb R^2$
by treating each ($z = x + iy$) of $\mathbb C$ as a column $(x , y)^T$ of $\mathbb R^2$.

Define $T(x+iy) = 2x-y+i(x-3y)$. Show that this transformation is not
a linear transformation in the complex vectors space $\mathbb C$, but if we treat $\mathbb C$ as the real vector space $\mathbb R^2$ then it is a linear transformation there (i.e. that $T$ is a real linear but not a complex linear transformation). Find the matrix of the real liner transformation $T$.

It appears to me that:

$T(au+bv) = aT(u)+bT(v)$

I can't see why it is not linear on $\mathbb C$ but it is on $\mathbb R^2$. However, I recognize that I don't understand how this changes the outcome. Any ideas?

Thanks

Best Answer

For $\mathbb{C}$ as $\mathbb{R}^2$:

$T(v_1 + v_2) = T(x_1 + x_2 + i(y_1 + y_2)) = ... = T(v_1) + T(v_2)$

(This is easy to check)

Similarly, $T(\alpha v) = T(\alpha x + i \alpha y) = ... =\alpha T(v)$ is also easy to check.

This proves the linearity of T when $\mathbb{C}$ is viewed as $\mathbb{R}^2$.

Calculating Matrix:

$T(\begin{bmatrix} 1\\ 0 \end{bmatrix}) = \begin{bmatrix} 2\\ 1 \end{bmatrix}$

$T(\begin{bmatrix} 0\\ 1 \end{bmatrix}) = \begin{bmatrix} -1\\ -3 \end{bmatrix}$

Matrisx of T is $\begin{bmatrix} 2 & -1\\ 1 & -3 \end{bmatrix}$


Now for $\mathbb{C}$ as complex plane:

Take $\alpha = a + ib, v = = x + iy$

$T(\alpha v) = T(ax-by + i(ay + bx)) \neq \alpha T(v) $

Very easy to check. Use the definition of T

Hence, T is not Complex linear

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