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a. Find \(\left[\begin{array}{rr}2 & 3 \\ 4 & 5 \\ 6 & 7\end{array}\right]+\left[\begin{array}{rr}7 & 5 \\ 3 & 1 \\ 0 & -1\end{array}\right]\) b. Find \(9\left[\begin{array}{rrr}1 & -1 & 2 \\ 3 & 4 & 5\end{array}\right]\)

Short Answer

Expert verified
a. The sum of the matrices is \(\left[\begin{array}{rr} 9 & 8 \ 7 & 6 \ 6 & 6\end{array}\right]\). b. The result of the scalar multiplication is \(\left[\begin{array}{rrr} 9 & -9 & 18 \ 27 & 36 & 45\end{array}\right]\).

Step by step solution

01

Matrix Addition

To add two matrices, add the corresponding elements in each matrix. We will add matrices \(\left[\begin{array}{rr}2 & 3 \ 4 & 5 \ 6 & 7\end{array}\right]\) and \(\left[\begin{array}{rr}7 & 5 \ 3 & 1 \ 0 & -1\end{array}\right]\) element-wise.
02

Compute Matrix Addition

Perform the addition for each corresponding position: \[\left(\begin{array}{rr}2 & 3 \ 4 & 5 \ 6 & 7\end{array}\right) + \left(\begin{array}{rr}7 & 5 \ 3 & 1 \ 0 & -1\end{array}\right) = \left(\begin{array}{cc}2+7 & 3+5 \ 4+3 & 5+1 \ 6+0 & 7+(-1)\end{array}\right)\]
03

Matrix Scalar Multiplication

To multiply a matrix by a scalar, multiply every element of the matrix by the scalar. We will multiply matrix \(\left[\begin{array}{rrr}1 & -1 & 2 \ 3 & 4 & 5\end{array}\right]\) by the scalar 9.
04

Compute Scalar Multiplication

Multiply each element of \(\left[\begin{array}{rrr}1 & -1 & 2 \ 3 & 4 & 5\end{array}\right]\) by 9: \[9 \times \left(\begin{array}{rrr}1 & -1 & 2 \ 3 & 4 & 5\end{array}\right) = \left(\begin{array}{rrr}9 \times 1 & 9 \times (-1) & 9 \times 2 \ 9 \times 3 & 9 \times 4 & 9 \times 5\end{array}\right)\]

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Key Concepts

These are the key concepts you need to understand to accurately answer the question.

Matrix Addition
Understanding matrix addition is a fundamental component in linear algebra, acting as a cornerstone for more complex operations. To add two matrices, they must share the same dimensions. This means if one matrix has dimensions of 2x3 (rows by columns), the other matrix must also be of dimensions 2x3.

In matrix addition, we perform what is known as element-wise addition. This means we add numbers that occupy the same position in each matrix. Picture it as superimposing one matrix on top of the other and then adding the numbers that end up on top of one another.

For instance, given two matrices A and B, the element in the first row and first column of matrix A (denoted as A11) will be added to the element in the first row and first column of matrix B (B11), and this is done for each corresponding pair of elements. This process results in a new matrix where each element is the sum of the corresponding elements from matrices A and B.
Matrix Scalar Multiplication
Scaling a matrix, also known as matrix scalar multiplication, involves multiplying every element of a matrix by a fixed number, known as a scalar. The outcome of this operation is a new matrix where each element has been scaled by that number.

This is like amplifying or diminishing the values of a matrix uniformly. Imagine you're tuning the volume on your sound system; as you turn it up, every note gets louder—that's what happens to the matrix elements when they're multiplied by the scalar.

The process requires virtually no complex multiplication skills. If our scalar is 9 and our matrix has elements 1, -1, and 2 in the top row, then our corresponding row in the scaled matrix will have elements 9x1, 9x(-1), and 9x2, respectively. It is a straightforward yet powerful tool in linear algebra because it enables us to easily expand or contract a matrix while maintaining its structure.
Element-wise Addition
Element-wise addition falls under the umbrella of matrix addition, but it's worth discussing its nuances in greater depth. It is the key operation that defines how matrices are combined through addition. Each element's value is the sum of the two corresponding elements from the input matrices.

To elaborate with a simple example, if we had two single-element matrices, or scalars, such as 2 and 3, their element-wise addition simply gives 5. Now, apply this concept to every corresponding element in larger matrices: in a 3x3 matrix, element (2,3) from Matrix X plus element (2,3) from Matrix Y equals element (2,3) in the resulting added Matrix Z.

This concept ensures that the integrity of the matrices' structure is maintained and that all operations are carried out in an orderly fashion. It's akin to coordinating matching partners in a dance, with each move synchronized to create a harmonious outcome.
Linear Algebra
Linear algebra is a vital branch of mathematics concerned with vectors, vector spaces, linear mappings, and systems of linear equations. It's about understanding spaces and how different functions linearly transform, rotate, and scale objects within these spaces.

In the context of our matrix operations, linear algebra provides the theoretical framework for understanding why and how these operations work. For instance, when you perform matrix addition, you are essentially combining linear transformations. When scaling a matrix, you are stretching or compressing the space in which your objects (vectors) lie.

Mastery of these basic operations is essential for diving into more advanced topics, like eigenvalues and eigenvectors, determinants, and diagonalization. These principles are not just limited to academic exercises; they are widely used in various fields including physics, engineering, computer science, and economics to solve both simple and complex real-world problems.

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Most popular questions from this chapter

A linear system of the form $$A \vec{x}=\overrightarrow{0}$$ is called homogeneous. Justify the following facts: a. All homogeneous systems are consistent. b. A homogeneous system with fewer equations than unknowns has infinitely many solutions. c. If \(\vec{x}_{1}\) and \(\vec{x}_{2}\) are solutions of the homogeneous sys\(\operatorname{tem} A \vec{x}=0,\) then \(\vec{x}_{1}+\vec{x}_{2}\) is a solution as well. d. If \(\vec{x}\) is a solution of the homogeneous system \(A \vec{x}=\overrightarrow{0}\) and \(k\) is an arbitrary constant, then \(k \vec{x}\) is a solution as well.

For which values of \(a, b, c, d,\) and \(e\) is the following matrix in reduced row-echelon form? \\[ A=\left[\begin{array}{lllll} 0 & a & 2 & 1 & b \\ 0 & 0 & 0 & c & d \\ 0 & 0 & e & 0 & 0 \end{array}\right] \\]

\((1,0),(2,0),(2,2),(5,2),\) and (5,6)

How many types of \(2 \times 3\) matrices in reduced rowechelon form are there? See Exercise 22

At the beginning of a political science class at a large university, the students were asked which term, liberal or conservative, best described their political views. They were asked the same question at the end of the course, to see what effect the class discussions had on their views. Of those that characterized themselves as "liberal" initially, \(30 \%\) held conservative views at the end. Of those who were conservative initially, \(40 \%.\) moved to the liberal camp. It turned out that there were just as many students with conservative views at the end as there had been liberal students at the beginning. Out of the 260 students in the class, how many held liberal and conservative views at the beginning of the course and at the end? (No students joined or dropped the class between the surveys, and they all participated in both surveys.)

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