I have a few questions about transformations:
- What constitutes a linear transformation?
- Is a transformation from circle to sphere a linear transformation?
- If no, why? If yes, what's the formula for transformation?
- Also, is there an example of linear transformation that isn't matrix transformation. Is that true?
Any help regarding this content is greatly appreciated. I'd also love some reference material to clarify my understanding on the topic.
One talks of linear transformations for vector spaces. Remember a vector space comes with two operations: addition of two vectors, and multiplication of a vector by a number (also called scalar).
A linear transformation is function between two such vector spaces for which if those two operations are carried out before applying the function or after applying the function yield the same answer:
Add the vectors and then apply the function: given $u, v$ calculate $u+v$ first and then $T(u+v)$.
Apply function first then add the vectors: given $u,v$ calculate $T(u)$ and $T(v)$ separately first. Then add those two vectors getting $T(u) + T(v)$.
The final result in the two different approaches are $T(u+v)$ and $T(u)+T(v)$; these two are the same vectors for a linear transformation.
Similarly given a number $c$ (i.e a scalar) and a vector $v$ first do scalar multiplication then apply function getting $T(c.v)$ .
Alternatively apply function first and the do scalar multiplication $ c. T(v)$. These two are equal for a linear transformation: T(c.v)= c.T(v)$
(Mixing decoction with milk and then drinking it I feel I had taken coffee. Drinking decoction and milk separately and then allowing it to mix in my stomach I don't get the same effect. So drinking has a non-linear transformational effect on my body!)