I have been told and have seen that knowing Linear Algebra is foundational in pursuing advanced mathematics. After dealing with it enough I have gotten "used to it" (I still need a lot more practice!) What I would like to know is the interpretation of Linear Algebra so that I may have more mathematical intuition when dealing with it.
Specifically, a transformation $L$ is linear if it satisfies the properties:
$aL(x) = L(ax)$ and $L(x+y)= L(x) + L(y)$ where $a$ is a scalar and $x,y$ are vectors.
- How can I think about this intuitively? (Why does the term superposition accurately fit this?)
- How else can one interpret results in Linear Algebra?
Let $V$ and $W$ be vector spaces, and $L:V\to W$ a linear map. By either of the properties, we get $L(0)=0$.
Geometrically, a linear map assigns a vector in $W$ to each vector of $V$, so that