Chapter 1: Problem 16
Use the given information to find \(A\). $$\left(5 A^{T}\right)^{-1}=\left[\begin{array}{rr} -3 & -1 \\ 5 & 2 \end{array}\right]$$
Short Answer
Expert verified
The matrix \(A\) is \(\begin{bmatrix} -\frac{2}{5} & 1 \\ -\frac{1}{5} & \frac{3}{5} \end{bmatrix}\).
Step by step solution
01
Understand the Inverse Relationship
Given the expression \((5A^T)^{-1} = \begin{bmatrix} -3 & -1 \ 5 & 2 \end{bmatrix}\), we must understand how to extract \(A\). Applying the inverse to both sides gives: \(5A^T = \begin{bmatrix} -3 & -1 \ 5 & 2 \end{bmatrix}^{-1}\).
02
Compute the Inverse of the Matrix
To find \(A^T\), first calculate the inverse of the matrix \(\begin{bmatrix} -3 & -1 \ 5 & 2 \end{bmatrix}\). The formula for the inverse of a 2x2 matrix \(\begin{bmatrix} a & b \ c & d \end{bmatrix}\) is\(\frac{1}{ad - bc}\begin{bmatrix} d & -b \ -c & a \end{bmatrix}\). Substitute: \(a = -3, b = -1, c = 5, d = 2\). The determinant is \((-3)(2) - (-1)(5) = -6 + 5 = -1\). Thus, the inverse is:\(-\begin{bmatrix} 2 & 1 \ -5 & -3 \end{bmatrix} = \begin{bmatrix} -2 & -1 \ 5 & 3 \end{bmatrix}\).
03
Solve for 5A^T
We now have: \(5A^T = \begin{bmatrix} -2 & -1 \ 5 & 3 \end{bmatrix}\). To solve for \(A^T\), we divide the right-hand side by 5: \(A^T = \frac{1}{5}\begin{bmatrix} -2 & -1 \ 5 & 3 \end{bmatrix} = \begin{bmatrix} -\frac{2}{5} & -\frac{1}{5} \ \frac{5}{5} & \frac{3}{5} \end{bmatrix} = \begin{bmatrix} -\frac{2}{5} & -\frac{1}{5} \ 1 & \frac{3}{5} \end{bmatrix}\).
04
Transpose to Find Matrix A
Finally, transpose \(A^T\) to obtain \(A\): \(A = \begin{bmatrix} -\frac{2}{5} & 1 \ -\frac{1}{5} & \frac{3}{5} \end{bmatrix}\).
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Key Concepts
These are the key concepts you need to understand to accurately answer the question.
Matrix Transposition
In the world of matrices, transposition is quite a straightforward operation. When we transpose a matrix, what we are doing is rotating it over its diagonal. This means rows become columns and columns become rows.
Think of it like flipping a page of a book to view the other side. A matrix denoted as \(A\) becomes \(A^T\) when transposed. For instance, transposing the matrix \(\begin{bmatrix} a & b \ c & d \end{bmatrix}\) becomes \(\begin{bmatrix} a & c \ b & d \end{bmatrix}\). Transposition is a very useful operation especially when dealing with equations involving matrix multiplication. In our exercise, we initially started with \(5A^T\) and needed it reversed back to \(A\). The transposition was the final step to find the solution after solving for \(A^T\).
Think of it like flipping a page of a book to view the other side. A matrix denoted as \(A\) becomes \(A^T\) when transposed. For instance, transposing the matrix \(\begin{bmatrix} a & b \ c & d \end{bmatrix}\) becomes \(\begin{bmatrix} a & c \ b & d \end{bmatrix}\). Transposition is a very useful operation especially when dealing with equations involving matrix multiplication. In our exercise, we initially started with \(5A^T\) and needed it reversed back to \(A\). The transposition was the final step to find the solution after solving for \(A^T\).
Determinant of a Matrix
When you come across a matrix equation, terms like 'determinant' play a crucial role. A determinant is a special number calculated from a square matrix. This value helps determine if a matrix is invertible or not. For a 2x2 matrix \(\begin{bmatrix} a & b \ c & d \end{bmatrix}\), the determinant is computed as \(ad - bc\). This simple calculation gives you a single number.
In our exercise, the determinant of the matrix \(\begin{bmatrix} -3 & -1 \ 5 & 2 \end{bmatrix}\) was calculated as -1, allowing us to find the inverse. Had the determinant been zero, the matrix would have been non-invertible, making further operations impossible. Understanding determinants empowers you to assess whether the matrix inverse calculation is viable.
In our exercise, the determinant of the matrix \(\begin{bmatrix} -3 & -1 \ 5 & 2 \end{bmatrix}\) was calculated as -1, allowing us to find the inverse. Had the determinant been zero, the matrix would have been non-invertible, making further operations impossible. Understanding determinants empowers you to assess whether the matrix inverse calculation is viable.
Inverse of a Matrix
Finding the inverse of a matrix is akin to finding its mathematical \'partner\'. When a matrix is multiplied by its inverse, the result is the identity matrix, much like multiplying a number by its reciprocal equals one. To determine the inverse of a 2x2 matrix \(\begin{bmatrix} a & b \ c & d \end{bmatrix} \), you use the formula \(\frac{1}{ad - bc} \begin{bmatrix} d & -b \ -c & a \end{bmatrix} \).The determinant, \(ad - bc\), serves as the divisor here. In our solved problem, the inverse of \(\begin{bmatrix} -3 & -1 \ 5 & 2 \end{bmatrix}\) was computed to be \(\begin{bmatrix} -2 & -1 \ 5 & 3 \end{bmatrix}\).This inverse step was crucial in transforming and solving for \(A\). Inverses allow us to "undo" matrix transformations, which is vital when reversing equations.
Transpose of a Matrix
The transpose operation rearranges data in a matrix. It is essential in many computations involving matrices since it alters the dimensions without affecting the core data. To transpose a matrix means to essentially swap rows for columns. For example, if we have \(\begin{bmatrix} 1 & 2 \ 3 & 4 \end{bmatrix}\) its transpose would be \(\begin{bmatrix} 1 & 3 \ 2 & 4 \end{bmatrix}\). In the given problem, we needed to transpose \(A^T\) back to \(A\). After arriving at the matrix \(A^T\), transposing it gave us the original matrix. This operation highlights the flexible nature of matrices, allowing for rearrangement while preserving the relationships between elements.