Which of the following functions \(T\) from \(\RR^2\) into \(\RR^2\) are linear transformations?
\(T(x_1, x_2) = (1 + x_1, x_2)\);
\(T(x_1, x_2) = (x_2, x_1)\);
\(T(x_1, x_2) = (x_1^2, x_2)\);
\(T(x_1, x_2) = (\sin x_1, x_2)\);
\(T(x_1, x_2) = (x_1 - x_2, 0)\).
Solution
Exactly (b) and (e) are linear.
is not linear because \(T(0,0)=(1,0)\ne0\).
is linear since \[ T(x_1,x_2)=(x_2,x_1) =\begin{bmatrix}0&1\\1&0\end{bmatrix} \begin{bmatrix}x_1\\x_2\end{bmatrix}. \]
is not linear because, for example, \[ T(2,0)=(4,0)\ne2(1,0)=2T(1,0). \]
is not linear since \[ T(2x_1,0)=(\sin 2x_1,0) \] is not generally equal to \(2(\sin x_1,0)\).
is linear because \[ T(x_1,x_2)=(x_1-x_2,0) =\begin{bmatrix}1&-1\\0&0\end{bmatrix} \begin{bmatrix}x_1\\x_2\end{bmatrix}. \]