More on subspace and dimension
Some counting
Let $F$ be a finite field with $q=p^d$ elements. Let $W$ be a $k$-dimensional vector space. Then
- The number of distinct bases of $W$ is $(q^{k}-1)(q^{k}-q)(q^{k}-q^2)\cdots (q^{k}-q^{k-1})$.
- The number of subspaces of dimension $k$ is \(\frac{(q^{n}-1)(q^{n}-q)\cdots (q^{n}-q^{k-1})}{(q^{k}-1)(q^{k}-q)\cdots(q^{k}-(q^{k-1})}\)
- The group $\Aut(V)$ has the same order as in part 1. (To see this, fix a basis of $V$. Given another basis, there is a bijective linear map from the fixed basis to this new basis. So the number of linear maps is the same as the number of different bases of $V$)
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Proposition: If $W\subset V$ is a subspace, then the abelian group $V/W$ is a vector space with $a(v+W)=av+W$ being the scalar multiplication. The “isomorphism theorem” for abelian groups holds for vector spaces as well.
\[\begin{xy} \xymatrix { V\ar[rd]^{f}\ar[d]^{\pi} & \\ V/W\ar[r]_{\overline{f}} & K\\ } \end{xy}\]We have $\dim(V)=\dim W +\dim(V/W)$. A linear map $f:V\to K$ is equivalent to an injective linear map $V/\ker(f)\to K$, and identifies the quotient with a subspace of $K$.
Proposition: If $V$ and $W$ are of the same finite dimension, and $f:V\to W$ is a linear map, then the following are equivalent:
- $f$ is injective.
- $f$ is surjective.
- $f$ is bijective.
- If $v_1,\ldots, v_n$ is a basis of $V$, then $f(v_1),f(v_2),\ldots, f(v_n)$ is a basis of $W$.