[Math] I have difficulty understanding functions forming vector space.

linear algebravector-spaces

I have knowledge of basic linear algebra, so I can understand the finite vector space as linear combinations of vectors of $R^n$.

However, when it comes function as vector and functions form a vector space, I just cannot go over.

Below are two pieces of definitions I hardly got the essences. Could you help to explain how should I understand it. I am preparing the fundamentals so that I can understand wavelet better.

My wrong idea is:

Try set the domain of a function fixed, say $R$, then the image of the function is a infinite-dimension vector.

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Best Answer

This is simply applying a vector space structure to functions from a given set to $\mathbb{C}$. For instance, take $A = \mathbb{R}$. The set of all complex-valued functions on $\mathbb{R}$ form a vector space where scalar multiplication and vector addition are defined as given there. This is simply showing how we can make vector spaces out of functions.

If you have seen the notation $T \in \mathcal{L}(V,W)$, this might be a little easier to grasp. That is read as "The function $T$ is in the set of all linear transformation from $V$ to $W$", where $\mathcal{L}(V,W)$ is the set of all such transformations. This set has a natural vector space structure on it, namely the one given in the snippet you posted:

For $\alpha \in F$ (the underlying field of both $V$ and $W$) define $\alpha T$ as $v \mapsto \alpha T(v)$ and $S+T$ as $v \mapsto S(v) + T(v)$. This gives us a vector space structure, and the objects (vectors) in this vector space are linear transformations (i.e., functions).

Does that help your understanding?

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