How to Quickly Find the Rank of a 4 x 6 Matrix Using Column Operations

In summary, the quickest way to find the rank of a $4 \times 6$ matrix is to use the fact that the rank is the dimension of the space spanned by the columns. By examining specific columns and manipulating them, it can be shown that the space contains all the vectors in the standard basis, indicating that the rank is 4. This method is more efficient compared to using row operations or calculators in an exam setting.
  • #1
A.Magnus
138
0
Is there any shortcut to find the rank of this $4 \times 6$ matrix quickly?

$$A =
\begin{pmatrix}
-3 &2 &-1 &-2 &7 &-1\\
9 &2 &27 &18 &7 &-9\\
3 &2 &1 &0 &7 &-1\\
6 &2 &8 &4 &-7 &-4\\
\end{pmatrix}$$

The above is a sample question for semester final test. If it were a homework, of course I don't mind using the lengthy row operations to reduce $A$ to row echelon form, or using graphic or online calculator. But these resources are unavailable in an exam setting, and time is always an issue. Any help or hints would be very much appreciated; thank you in advance for all your gracious help. ~MA
 
Physics news on Phys.org
  • #2
MaryAnn said:
Is there any shortcut to find the rank of this $4 \times 6$ matrix quickly?

$$A =
\begin{pmatrix}
-3 &2 &-1 &-2 &7 &-1\\
9 &2 &27 &18 &7 &-9\\
3 &2 &1 &0 &7 &-1\\
6 &2 &8 &4 &-7 &-4\\
\end{pmatrix}$$

The above is a sample question for semester final test. If it were a homework, of course I don't mind using the lengthy row operations to reduce $A$ to row echelon form, or using graphic or online calculator. But these resources are unavailable in an exam setting, and time is always an issue. Any help or hints would be very much appreciated; thank you in advance for all your gracious help. ~MA
I think that the most painless way to do this is to use the fact that the rank is the dimension of the space spanned by the columns. Denoting this space by $C$, notice that $C$ contains columns 2 and 5 of $A$, and therefore it also contains their scalar multiples $\begin{bmatrix}1\\1\\1\\1\end{bmatrix}$ and $\begin{bmatrix}1\\1\\1\\-1\end{bmatrix}$. Subtract one of these from the other and then take a scalar multiple, to see that $C$ contains the vector $e_4 = \begin{bmatrix}0\\0\\0\\1\end{bmatrix}$ from the standard basis of $\mathbb{R}^4.$

Now add twice column 6 of $A$ to column 2, add a multiple of $e_4$, and then take a scalar multiple, to see that $C$ contains $e_2 = \begin{bmatrix}0\\1\\0\\0\end{bmatrix}.$ Continue in that way, to see that $C$ contains all the vectors in the standard basis, and is therefore the whole of $\mathbb{R}^4.$

Conclusion: $A$ has rank $4$.
 
  • #3
Opalg said:
I think that the most painless way to do this is to use the fact that the rank is the dimension of the space spanned by the columns. Denoting this space by $C$, notice that $C$ contains columns 2 and 5 of $A$, and therefore it also contains their scalar multiples $\begin{bmatrix}1\\1\\1\\1\end{bmatrix}$ and $\begin{bmatrix}1\\1\\1\\-1\end{bmatrix}$. Subtract one of these from the other and then take a scalar multiple, to see that $C$ contains the vector $e_4 = \begin{bmatrix}0\\0\\0\\1\end{bmatrix}$ from the standard basis of $\mathbb{R}^4.$

Now add twice column 6 of $A$ to column 2, add a multiple of $e_4$, and then take a scalar multiple, to see that $C$ contains $e_2 = \begin{bmatrix}0\\1\\0\\0\end{bmatrix}.$ Continue in that way, to see that $C$ contains all the vectors in the standard basis, and is therefore the whole of $\mathbb{R}^4.$

Conclusion: $A$ has rank $4$.

Genius! Thanks for your gracious helping hand! ~MA
 

FAQ: How to Quickly Find the Rank of a 4 x 6 Matrix Using Column Operations

What is the rank of a 4 x 6 matrix?

The rank of a 4 x 6 matrix is the maximum number of linearly independent rows or columns in the matrix. It can also be thought of as the number of nonzero rows or columns in the matrix after performing row or column operations.

How is the rank of a 4 x 6 matrix calculated?

The rank of a 4 x 6 matrix can be calculated by performing row or column operations to reduce the matrix into echelon form, and then counting the number of nonzero rows or columns. Another method is to use the determinant of the matrix, where the rank is equal to the number of nonzero determinants in the matrix.

What does a rank of 0 in a 4 x 6 matrix mean?

A rank of 0 in a 4 x 6 matrix means that all rows and columns are linearly dependent, and there are no linearly independent rows or columns in the matrix. This also means that the matrix has no nonzero determinants.

Can a 4 x 6 matrix have a rank greater than 4?

No, a 4 x 6 matrix can have a maximum rank of 4. This is because the rank cannot exceed the number of rows or columns in the matrix. If a 4 x 6 matrix has a rank greater than 4, it means that there are more than 4 linearly independent rows or columns, which is not possible in a 4 x 6 matrix.

What is the significance of the rank of a 4 x 6 matrix?

The rank of a 4 x 6 matrix can provide important information about the matrix, such as the number of solutions to a system of linear equations represented by the matrix, the dimension of the column and row spaces, and the invertibility of the matrix. It is also used in various applications such as data compression and image processing.

Similar threads

Replies
2
Views
1K
Replies
9
Views
4K
Replies
4
Views
1K
Replies
4
Views
2K
Replies
1
Views
1K
Replies
5
Views
604
Back
Top