Range and Image of a Transformation

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SUMMARY

The discussion centers on determining whether the vector $\textbf{b} = \begin{bmatrix} 8 \\ 7 \\ 5 \\ -3 \end{bmatrix}$ is in the range of the transformation defined by the matrix $A = \begin{bmatrix} 2 & 3 & 5 & -5 \\ -7 & 7 & 0 & 0 \\ -3 & 4 & 1 & 3 \\ -9 & 3 & -6 & -4 \end{bmatrix}$. The conclusion is that $\textbf{b}$ is indeed in the range, as it can be expressed as a linear combination of columns $\textbf{a}_2$ and $\textbf{a}_3$. The corresponding vector $\textbf{x}$ that satisfies $A\textbf{x} = \textbf{b}$ is $\begin{bmatrix} 0 \\ 1 \\ 1 \\ 0 \end{bmatrix}$. The discussion also highlights the importance of verifying matrix elements, specifically the value in row 3, column 2, which is critical for confirming the solution's validity.

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  • Understanding of linear transformations and their ranges.
  • Familiarity with matrix operations, including addition and multiplication.
  • Knowledge of reduced row echelon form (RREF) for solving linear systems.
  • Ability to interpret and manipulate vectors in $\mathbb{R}^n$.
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  • Study the concept of linear combinations and their role in vector spaces.
  • Learn how to perform row reduction to achieve reduced row echelon form.
  • Explore the implications of matrix rank on the range of transformations.
  • Investigate alternative methods for determining the range of a transformation, such as the use of augmented matrices.
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bwpbruce
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$\textbf{Problem}$

Let $\textbf{b} = \begin{bmatrix}\begin{array}{r} 8 \\ 7 \\ 5 \\ -3 \end{array}\end{bmatrix}$ and let $A = \begin{bmatrix} 2 & 3 & 5 & - 5 \\ -7 & 7 & 0 & 0 \\ -3 & 4 & 1 & 3 \\ -9 & 3 & -6 & -4 \end{bmatrix}$

Is $\textbf{b}$ in the range of the transformation $\textbf{x} \mapsto A\textbf{x}$. If so, find an $\textbf{x}$ whose image under the transformation is $\textbf{b}$.$\textbf{My Solution}$
By inspection, notice that the sum of columns $\textbf{a}_2$ and $\textbf{a}_3$ is $\textbf{b}$.

In other words: \begin{align*}\begin{bmatrix} 3 \\ 7 \\ 4 \\ 3 \end{bmatrix} + \begin{bmatrix} 5 \\ 0 \\ 1 \\ -6 \end{bmatrix} &= \begin{bmatrix} 3 + 5 \\ 7 + 0 \\ 4 + 1 \\ 3 - 6 \end{bmatrix} = \begin{bmatrix} 8 \\ 7 \\ 5 \\ -3 \end{bmatrix} \end{align*}
So $\textbf{b}$ is in the range of $T$.
Also by inspection, it is obvious that for $A\textbf{(x)} = \textbf{b}$, $\textbf{x} = \begin{bmatrix} 0 \\ 1 \\ 1 \\ 0 \end{bmatrix}$.

Is my approach to this acceptable?
 
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Is the element of $A$ in row 3, column 2 equal to $-4$ or $4$? If it is $-4$, then $\mathbf{a}_2+\mathbf{a}_3\ne\mathbf{b}$.

If that element is 4, then your solution is correct, but what would you do if you couldn't guess an answer?
 
Evgeny.Makarov said:
Is the element of $A$ in row 3, column 2 equal to $-4$ or $4$? If it is $-4$, then $\mathbf{a}_2+\mathbf{a}_3\ne\mathbf{b}$.

If that element is 4, then your solution is correct, but what would you do if you couldn't guess an answer?

You're good at finding typos. What do you mean by if you $\textbf{couldn't}$ guess an answer? I think I know this "other way" you're referring to. But I'm just saying... Show me a situation where $\textbf{b}$ is in the range but one is forced to use the alternative method rather than the method I posted above.
 
Let $A$ be the same and $\mathbf{b}=\begin{bmatrix}\dfrac{151}{6}\\ -21\\ -\dfrac{37}{2}\\ -\dfrac{50}{3}\end{bmatrix}$. Is $\mathbf{b}$ in the range of $\mathbf{x}\mapsto A\mathbf{x}$?
 
That's clever. The alternative method is to create a matrix of the form $\begin{bmatrix}A & \textbf{b} \end{bmatrix}$ then simplify to reduced echelon form. If the system is consistent then $\textbf{b}$ is in the range of $\textbf{x} \mapsto A\textbf{x}$.
 
Yes.
 
Well, for the given problem, my method was more efficient.
 

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