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

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SUMMARY

The rank of the given $4 \times 6$ matrix A can be determined quickly by recognizing that the rank corresponds to the dimension of the column space spanned by its columns. Specifically, columns 2 and 5 of matrix A contribute to the span, which includes the standard basis vectors of $\mathbb{R}^4$. Through a series of operations, it is established that the column space contains all standard basis vectors, confirming that the rank of matrix A is 4.

PREREQUISITES
  • Understanding of matrix rank and column space
  • Familiarity with standard basis vectors in $\mathbb{R}^4$
  • Knowledge of linear combinations and scalar multiples
  • Basic proficiency in performing row operations on matrices
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  • Study the concept of matrix rank in linear algebra
  • Learn about the relationship between column space and linear independence
  • Explore techniques for finding row echelon form without calculators
  • Investigate applications of rank in solving linear systems
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Students preparing for linear algebra exams, educators teaching matrix theory, and anyone interested in efficient methods for determining matrix rank.

A.Magnus
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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
 
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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 $4$.
 
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
 

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