[Math] What subspace of 3 x 3 matrices is spanned by the invertible matrices? Rank 1 matrices? [GStrang P181, 3.5.29(a)(b)]

linear algebramatrices

What subspace of $3$ by $3$ matrices is spanned (take all combinations) by
(a) the invertible matrices?
(b) the rank one matrices?

Answer: (a) The invertible matrices span the space of all $3$ by $3$ matrices.
(b) The rank one matrices also span the space of all $3$ by $3$ matrices. $\quad \square$

P144: The rank of a matrix is its number of pivots.
P171: A set of vectors spans a space if their linear combinations fill the space.

How'd you divine that these matrices fulfill the questions? The answers don't explain.

For (a), I recalled that invertible matrices have $n$ pivots (1 in each row) and so $n$ linearly-independent columns.

(b) Rank one matrices must've only 1 pivot. Thus, its $n – 1$ columns are linearly dependent. Then what?

This question precedes dimensions/theorems of the 4 subspaces, Orthogonality, Determinants, eigenvalues and eigenvectors, and linear transformations. Please pretermit them.


Supplementary added on Nov 26

The standard basis for $\mathbb{M}_{n \times n}$ is $\{E(i, j)\}_{1 \le i, j\le n}$ with $1$ in the $i$th row and $j$th column and $0$ elsewhere. Call this $S$.

  1. Is the next step rewriting, in terms of $S$, all (a) the invertible matrices and (b) rank one matrices.

  2. Then, how'd I describe the space of all the invertible matrices (neither a subspace nor a vector space)? Since these two matrices in Deven Ware's last equation have 3 and 2 pivots respectively, they're invertible, but don't span the set of all invertible matrices? $\left( \begin{array}{ccc}
    -1 & 0 & 0 \\
    0 & -1 & 0 \\
    0 & 0 & -1 \end{array} \right), \left( \begin{array}{ccc}
    1 & 0 & 0 \\
    1 & 1 & 0 \\
    0 & 0 & 1 \end{array} \right) $

  3. I know that each of the $n\cdot n$ matrices of size $n \times n$ in $S$ are rank one, but how'd I describe the set of all rank $1$ matrices?

Best Answer

The standard basis is composed of matrices with a $1$ in one position and $0$'s elsewhere. It is easy to see that matrices of this form are independent and span all $M_3$. So to show both (a) and (b) it suffices to show that all of these matrices are in the space spanned by either invertible matrices or rank one matrices.

For example, if you wanted to show that
$$ \left( \begin{array}{ccc} 0 & 0 & 0 \\ 1 & 0 & 0 \\ 0 & 0 & 0 \end{array} \right)$$ is in the space spanned by invertible matrices you could write $$ \left( \begin{array}{ccc} 0 & 0 & 0 \\ 1 & 0 & 0 \\ 0 & 0 & 0 \end{array} \right) = \left( \begin{array}{ccc} -1 & 0 & 0 \\ 0 & -1 & 0 \\ 0 & 0 & -1 \end{array} \right) + \left( \begin{array}{ccc} 1 & 0 & 0 \\ 1 & 1 & 0 \\ 0 & 0 & 1 \end{array} \right)$$

EDIT This is a reply to your supplementary questions.

You have understood slightly backwards. What you want to do is write all of $S$ in terms of (a) invertible matrices and (b) rank one matrices.

The reason is this: If you can write all of S in terms of (a) invertible matrices, then you know that you can write anything in terms of invertible matrices. Thus invertible matrices span the entire space. Similarly for rank one matrices.

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