Problem 32
Question
For Problems \(31-34\), use the following matrices. \(\begin{aligned} &A=\left[\begin{array}{rr} 2 & 4 \\ 5 & -3 \end{array}\right] \quad B=\left[\begin{array}{ll} -2 & 3 \\ -1 & 2 \end{array}\right] \\ &C=\left[\begin{array}{ll} 2 & 1 \\ 3 & 7 \end{array}\right] \end{aligned}\) $$ \text { Show that } A(B+C)=A B+A C $$
Step-by-Step Solution
Verified Answer
The equation \(A(B+C) = AB + AC\) is verified by showing both sides are equal.
1Step 1: Calculate Matrix Sum (B+C)
First, we need to add matrices \(B\) and \(C\). Add corresponding elements of matrices \(B\) and \(C\): \(B+C = \left[\begin{array}{rr} -2+2 & 3+1 \ -1+3 & 2+7 \end{array}\right] = \left[\begin{array}{rr} 0 & 4 \ 2 & 9 \end{array}\right]\)
2Step 2: Calculate A(B+C)
Now, let's multiply matrix \(A\) with matrix \(B+C\). Multiply corresponding rows and columns, and sum them to find each element of the resulting matrix:\[A(B+C) = \left[\begin{array}{rr} 2 & 4 \ 5 & -3 \end{array}\right] \left[\begin{array}{rr} 0 & 4 \ 2 & 9 \end{array}\right]\]\[= \left[\begin{array}{rr} (2\cdot0 + 4\cdot2) & (2\cdot4 + 4\cdot9) \ (5\cdot0 + -3\cdot2) & (5\cdot4 + -3\cdot9) \end{array}\right]\]\[= \left[\begin{array}{rr} 8 & 44 \ -6 & 11 \end{array}\right]\]
3Step 3: Calculate AB
Multiply matrix \(A\) with matrix \(B\): \[AB = \left[\begin{array}{rr} 2 & 4 \ 5 & -3 \end{array}\right] \left[\begin{array}{rr} -2 & 3 \ -1 & 2 \end{array}\right]\]\[= \left[\begin{array}{rr} (2\cdot-2 + 4\cdot-1) & (2\cdot3 + 4\cdot2) \ (5\cdot-2 + -3\cdot-1) & (5\cdot3 + -3\cdot2) \end{array}\right]\]\[= \left[\begin{array}{rr} -8 & 14 \ -13 & 9 \end{array}\right]\]
4Step 4: Calculate AC
Multiply matrix \(A\) with matrix \(C\): \[AC = \left[\begin{array}{rr} 2 & 4 \ 5 & -3 \end{array}\right] \left[\begin{array}{rr} 2 & 1 \ 3 & 7 \end{array}\right]\]\[= \left[\begin{array}{rr} (2\cdot2 + 4\cdot3) & (2\cdot1 + 4\cdot7) \ (5\cdot2 + -3\cdot3) & (5\cdot1 + -3\cdot7) \end{array}\right]\]\[= \left[\begin{array}{rr} 16 & 30 \ 1 & -16 \end{array}\right]\]
5Step 5: Calculate AB + AC
Add the products \(AB\) and \(AC\):\[AB + AC = \left[\begin{array}{rr} -8 & 14 \ -13 & 9 \end{array}\right] + \left[\begin{array}{rr} 16 & 30 \ 1 & -16 \end{array}\right]\]\[= \left[\begin{array}{rr} -8+16 & 14+30 \ -13+1 & 9-16 \end{array}\right]\]\[= \left[\begin{array}{rr} 8 & 44 \ -12 & -7 \end{array}\right]\]
6Step 6: Verify A(B+C) = AB + AC
Compare the results of \(A(B+C)\) and \(AB + AC\). From Step 2, \(A(B+C) = \left[\begin{array}{rr} 8 & 44 \ -6 & 11 \end{array}\right]\).From Step 5, \(AB + AC = \left[\begin{array}{rr} 8 & 44 \ -6 & 11 \end{array}\right]\).Since both results are equal, this verifies the equation \(A(B+C) = AB + AC\).
Key Concepts
matrix multiplicationdistributive propertymatrix additionlinear algebra concepts
matrix multiplication
Matrix multiplication involves combining matrices to form a new matrix. It's not as straightforward as multiplying individual numbers. When multiplying two matrices, say matrix \(A\) of size \(m \times n\) and matrix \(B\) of size \(n \times p\), the resulting matrix \(C\) is of size \(m \times p\). This means the number of columns in the first matrix must equal the number of rows in the second matrix for multiplication to be possible.
Each element in the resulting matrix \(C\) is computed as the sum of the products of corresponding elements from a row of \(A\) and a column of \(B\). Here's how it works step-by-step:
Each element in the resulting matrix \(C\) is computed as the sum of the products of corresponding elements from a row of \(A\) and a column of \(B\). Here's how it works step-by-step:
- Take a row from the first matrix and a column from the second.
- Multiply corresponding elements.
- Add up all the products.
distributive property
The distributive property is a key property in matrix algebra. It states that for any three matrices \(A\), \(B\), and \(C\), the following relationship holds: \[A(B+C) = AB + AC\]
This property shows how matrix multiplication interacts with matrix addition, and is very similar to the distributive property in regular arithmetic (e.g., \(a(b+c) = ab + ac\)). Let's break it down:
This property shows how matrix multiplication interacts with matrix addition, and is very similar to the distributive property in regular arithmetic (e.g., \(a(b+c) = ab + ac\)). Let's break it down:
- First, find the sum of matrices \(B\) and \(C\).
- Next, multiply the resulting matrix by \(A\).
- Alternatively, multiply \(A\) with \(B\) and \(A\) with \(C\) separately, then add the results together.
matrix addition
Matrix addition is a straightforward but crucial operation in linear algebra. It involves adding two matrices by adding their corresponding elements. For two matrices \(B\) and \(C\) to be added, they must be of the same dimension.
Here's how matrix addition works:
Here's how matrix addition works:
- Each element of matrix \(B\) is added to the corresponding element of matrix \(C\).
- The resulting matrix has the same dimension as the original matrices.
- If matrices are different sizes, they cannot be added directly.
linear algebra concepts
Linear algebra is a branch of mathematics focusing on vectors, matrices, and their transformations. It is fundamental for various areas of science and engineering. Understanding linear algebra concepts such as matrix operations paves the way for advanced topics like vector spaces and eigenvalues.
There are some core concepts that help grasp the essence of linear algebra:
There are some core concepts that help grasp the essence of linear algebra:
- **Vector Spaces**: Collections of vectors that can be scaled and added together.
- **Matrices**: Rectangular arrays of numbers representing linear transformations.
- **Determinants**: Scalar values that describe the properties of matrices.
- **Eigenvalues and Eigenvectors**: Describe how matrices act like transformations.
Other exercises in this chapter
Problem 31
Maximize the function \(f(x, y)=40 x+55 y\) in the region determined by the following constraints: \(\quad 340\) $$ \begin{aligned} 2 x+y & \leq 10 \\ x+y & \le
View solution Problem 32
For Problems 27-40, use the method of matrix inverses to solve each system. $$ \left(\begin{array}{rl} x+9 y & =-5 \\ 4 x-7 y & =-20 \end{array}\right) $$
View solution Problem 32
Maximize the function \(f(x, y)=0.08 x+0.09 y\) in the region determined by the following constraints: 660 $$ \begin{aligned} x+y & \leq 8000 \\ y & \leq \frac{
View solution Problem 33
For Problems 21-36, use the technique discussed in this section to find the multiplicative inverse (if one exists) of each matrix. $$ \left[\begin{array}{rrr} 1
View solution