Non-Linear Transformation
Can someone explain to me in simple terms what a non-linear transformation is in maths?
I know some single-variable calculus, but I read it has to do with multi-variable calculus, which I'm not familiar with.
If someone could explain it in simple words, that would be helpful.
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$\begingroup$Let $V_1, V_2$ be two vector spaces over the field $F$. A transformation $T: V_1 \to V_2$ is linear if for every $x, y \in V_1$ and every $\alpha \in F$ it is true that
(*) $T(x + \alpha y) = T(x) + \alpha T(y)$
T is not a linear transformation if there are some $x, y, \alpha$ such that (*) is not true.
$\endgroup$ $\begingroup$In addition to the definition of linear map that Tomer remind you, here are two examples.
For instance, $f(x,y) = x^2y$ is not a linear map $f: \mathbb{R}^2 \longrightarrow \mathbb{R}$ because
$$ f(2x,2y) = 4x^22y \neq 2x^2y = 2f(x,y) \ . $$
More generally, the linear maps $f: \mathbb{R}^m \longrightarrow \mathbb{R}^n$ are necessarily of the form
$$ f(x_1, \dots , x_m) = (a_1^1 x_1 + \dots + a_1^m x_m , \dots , a_n^1 x_1 + \dots + a_n^m x_m) $$
with $a^i_j$ constant coefficients.
So, two more examples:
- $f(x,y) = x + 2y$ is a linear map.
- $f(x,y,z) = 3x + 1$ is a non-linear map
It's a mapping that is not linearly closed. either: zero vector is not within the image of the transformation, the transformation is not closed under scalar multiplication, the transformation is not closed under addition.
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