Problem 37
Question
Perform the indicated matrix operation. If the matrix does not exist, write impossible. $$ \frac{1}{2}\left[\begin{array}{ll}{4} & {6} \\ {3} & {0}\end{array}\right]-\frac{2}{3}\left[\begin{array}{cc}{9} & {27} \\ {0} & {3}\end{array}\right] $$
Step-by-Step Solution
Verified Answer
The resulting matrix is \(\begin{bmatrix} 8 & 21 \\ \frac{3}{2} & 2 \end{bmatrix}\).
1Step 1: Scalar Multiplication of the First Matrix
First, multiply the matrix \(\begin{bmatrix} 4 & 6 \ 3 & 0 \end{bmatrix}\) by \(\frac{1}{2}\). This involves multiplying each element of the matrix by \(\frac{1}{2}\):\[\frac{1}{2} \times \begin{bmatrix} 4 & 6 \ 3 & 0 \end{bmatrix} = \begin{bmatrix} \frac{1}{2} \times 4 & \frac{1}{2} \times 6 \ \frac{1}{2} \times 3 & \frac{1}{2} \times 0 \end{bmatrix} = \begin{bmatrix} 2 & 3 \ \frac{3}{2} & 0 \end{bmatrix}\]
2Step 2: Scalar Multiplication of the Second Matrix
Now, multiply the matrix \(\begin{bmatrix} 9 & 27 \ 0 & 3 \end{bmatrix}\) by \(-\frac{2}{3}\). The negative sign is important because we are subtracting:\[-\frac{2}{3} \times \begin{bmatrix} 9 & 27 \ 0 & 3 \end{bmatrix} = \begin{bmatrix} -\frac{2}{3} \times 9 & -\frac{2}{3} \times 27 \ -\frac{2}{3} \times 0 & -\frac{2}{3} \times 3 \end{bmatrix} = \begin{bmatrix} -6 & -18 \ 0 & -2 \end{bmatrix}\]
3Step 3: Matrix Subtraction
Subtract the resulting matrix from Step 2 from the result of Step 1. Ensure that subtraction is element-wise:\[\begin{bmatrix} 2 & 3 \ \frac{3}{2} & 0 \end{bmatrix} - \begin{bmatrix} -6 & -18 \ 0 & -2 \end{bmatrix} = \begin{bmatrix} 2 - (-6) & 3 - (-18) \ \frac{3}{2} - 0 & 0 - (-2) \end{bmatrix}\]This simplifies to:\[\begin{bmatrix} 8 & 21 \ \frac{3}{2} & 2 \end{bmatrix}\]
4Step 4: Final Solution
The resulting matrix after performing all operations is:\[\begin{bmatrix} 8 & 21 \ \frac{3}{2} & 2 \end{bmatrix}\]
Key Concepts
Scalar MultiplicationMatrix SubtractionElement-wise Subtraction
Scalar Multiplication
Scalar multiplication in matrices is a straightforward yet powerful operation where each element of the matrix is multiplied by a scalar value. Think of a scalar as a single number that stretches or shrinks the entire matrix. In the example above, we scaled two matrices—a process also known as scaling by scalars.
- For the matrix \( \begin{bmatrix} 4 & 6 \ 3 & 0 \end{bmatrix} \), each element is multiplied by the scalar \( \frac{1}{2} \).
- This means each element is halved: \( 4 \to 2 \), \( 6 \to 3 \), \( 3 \to \frac{3}{2} \), and \( 0 \to 0 \).
- The result is \( \begin{bmatrix} 2 & 3 \ \frac{3}{2} & 0 \end{bmatrix} \).
Matrix Subtraction
Matrix subtraction is another fundamental operation that involves the element-wise subtraction of corresponding elements from two matrices. For subtraction to be possible, the matrices must have identical dimensions, meaning they need to have the same number of rows and columns.
- In our original problem, we subtract the matrix \( \begin{bmatrix} -6 & -18 \ 0 & -2 \end{bmatrix} \) from \( \begin{bmatrix} 2 & 3 \ \frac{3}{2} & 0 \end{bmatrix} \).
- Perform subtraction for each corresponding element: \( 2 - (-6) \) simplifies to 8, and \( 3 - (-18) \) simplifies to 21.
- For the other elements, we have \( \frac{3}{2} - 0 = \frac{3}{2} \) and \( 0 - (-2) = 2 \).
Element-wise Subtraction
Element-wise subtraction is a specific type of matrix operation where we subtract corresponding elements from two matrices. This method ensures each element’s operation is handled individually and consistently.
- In the exercise, each element from the two matrices is independently subtracted: \( a_{ij} - b_{ij} \), where \( i \) and \( j \) denote the row and column.
- Example: For the element at the first row and first column, we performed \( 2 - (-6) \), resulting in 8.
- Similarly, for the first row, second column, the operation was \( 3 - (-18) \), simplified to 21.
Other exercises in this chapter
Problem 37
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