[Math] Dual space and inner/scalar product space

inner-productslinear algebravector-spaces

$V$ is vector space of finite dimension. $〈· , ·〉$ is an inner product on $V$.(Field $F$)

We set transformation $T \colon V \rightarrow V^*$ as the following: $(T(v))(w) = 〈v , w〉$.

Prove that $T$ is Isomorphism.

I don't know how to prove that it is 1 on 1 and onto.
I mean, the dualic space is confusing me since I don't understand it properly.

For 1-1 : I need to assume that $〈v_1,w_1〉 = 〈v_2,w_2〉$ and show that $v_1=v_2$ and $w_1 = w_2$? I'm not sure what is my domain… $T$ is from $V$ to $V^*$ so should I show that $v_1 = v_2$ only?

For onto: I need to show that for every functional from $V^*$ there is $v$ from $V$ such that it equals? doesn't make sense because the inner product is a scalar from $F$. I feel very helpless about this, could someone help me please ?

Best Answer

Let $V$ be a finite dimensional vector space over $\mathbb K$ (choose for example $\mathbb R$).

  • On the dual space $V^{*}$: why?

The dual space $V^{*}$ is defined as

$$V^{*}:=\{ \varphi: V\rightarrow \mathbb K,~~ \varphi~ \text{linear}\};$$

in other words, the dual space is the space of all linear functionals, i.e. those maps from the original vector space $V$ to the ground field $\mathbb K$ which are linear.

Why is this new space interesting?

In a certain sense, introducing $V^{*}$ we used all information we had from the beginning to produce a new linear space. In fact, we started just with a pair $(V,\mathbb K)$ and we arrive at a new vector space $V^{*}$ whose elements "connect" $V$ to $\mathbb K$ respecting the non trivial structure on $V$, i.e. the linear space structure.

Moreover, if $V$ is finite dimensional, then $V^{*}$ is finite dimensional as well. Let $\{e_i\}_{i=1,\dots,n}$ be a basis of $V$ ($n$ is the dimension of $V$). The dual set

$$\{\varphi_j\}_{j=1,\dots,n}$$

of elements $\varphi_j\in V^{*}$ s.t.

$$\varphi_j(e_i):=\delta_{ij}$$

is a basis of $V^{*}$. To prove it you can check any book of linear algebra.

Note that we used only the existence of the pair $(0,1)$, with $0:=\delta_{ij}$ for $i\neq j$ and $1:=\delta_{ij}$ for $i=j$ in the ground field $\mathbb K$ to introduce our basis $\{\varphi_j\}_{j=1,\dots,n}$. Such pair $(0,1)$ always exists by definition of field: the $0$ is the zero element of the addition, while $1$ denotes the unit element of multiplicative composition.

  • On $T:V\rightarrow V^{*}$

Let $T:V\rightarrow V^{*}$ be the linear map

$$T(v)(w):=\langle v,w\rangle, $$

denoting by $\langle \cdot,\cdot \rangle $ an inner product on $V$. We want to prove that $T$ is an isomorphism. We need to check that $T$ is injective and surjective.

On injectivity: as $T$ is linear, to prove injectivity is equivalent to show that

$$\operatorname{Ker}(T)=\{v\in V: T(v)=0 ~\text{in}~ V^{*}\}=\{0\}.$$

By definition, $T(v)=0$ in $ V^{*}$ (here "0" denotes the zero map in $V^{*}$!) if

$$\forall w\in V\Rightarrow T(v)(w)=\langle v,w\rangle=0~~(*)$$

in $\in\mathbb K$; $(*)$ holds if and only if $v=0$. In fact, in $(*)$ we can choose $w=v$, arriving at

$$T(v)(v)=\langle v,v\rangle=0\Leftrightarrow v=0 $$

by definition of inner product (check it!). In other words we have proved that $T(v)=0\Leftrightarrow v=0$, i.e. $\operatorname{Ker}(T)=\{0\}$.

On surjectivity You need to prove that

$$\forall \varphi\in V^{*}~~ \exists v\in V : T(v)=\varphi$$

in $V^{*}$, i.e.

$$\forall w\in V~~ T(v)(w)=\varphi(w) $$

in $\mathbb K$. This last statement is equivalent to

$$\forall w\in V~~ \langle v,w\rangle=\varphi(w), $$

which can be easily proven using a base on $V$ and the dual basis on $V^{*}$, as above. I leave it to you. I hope it helps.