Math Problem Statement

Determine if the vector b is in the span of the columns of the matrix A, where A = [[2, 8], [7, 6]] and b = [3, 6].

Solution

To determine if the vector b is in the span of the columns of matrix A, we need to solve the following matrix equation:

Ax=bA \mathbf{x} = \mathbf{b}

Where:

A=[2876],b=[36]A = \begin{bmatrix} 2 & 8 \\ 7 & 6 \end{bmatrix}, \quad \mathbf{b} = \begin{bmatrix} 3 \\ 6 \end{bmatrix}

This means we need to check if there exists a vector x=[x1x2]\mathbf{x} = \begin{bmatrix} x_1 \\ x_2 \end{bmatrix} such that:

[2876][x1x2]=[36]\begin{bmatrix} 2 & 8 \\ 7 & 6 \end{bmatrix} \begin{bmatrix} x_1 \\ x_2 \end{bmatrix} = \begin{bmatrix} 3 \\ 6 \end{bmatrix}

Let's solve this system of linear equations. I'll compute the solution for you.The system of equations has a solution:

x1=0.6818,x2=0.2045x_1 = 0.6818, \quad x_2 = 0.2045

Since a solution exists, the vector b is in the span of the columns of the matrix A.

Would you like a more detailed explanation, or do you have any other questions?

Here are 5 related questions to expand on this topic:

  1. What does it mean for a vector to be in the span of a matrix's columns?
  2. How can the rank of a matrix help in determining if a solution exists?
  3. What is the geometric interpretation of the span of vectors?
  4. How does the determinant of a matrix relate to the existence of solutions?
  5. What is the significance of linear independence in solving systems of equations?

Tip: When solving systems of linear equations, checking the determinant can quickly tell if the matrix is invertible (and whether a unique solution exists).

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Matrix Equations
Vector Spaces

Formulas

Ax = b
System of linear equations

Theorems

Solution existence theorem
Span theorem

Suitable Grade Level

Undergraduate level (or high school advanced mathematics)