Math Problem Statement
determine if b is a linear combination of a1, a2 and a3 a1 = [1;-2;0], a2 = [0;1;2], a3 = [5;-6;8], b= [2;-1;6]
Solution
To determine if b is a linear combination of a₁, a₂, and a₃, we need to check if there exist scalars such that:
This can be written as the following matrix equation:
This leads to the system of linear equations:
1. & \quad x_1 + 0x_2 + 5x_3 = 2 \\ 2. & \quad -2x_1 + x_2 - 6x_3 = -1 \\ 3. & \quad 0x_1 + 2x_2 + 8x_3 = 6 \end{aligned}$$ We will solve this system to determine whether a solution exists for $$x_1, x_2, x_3$$. Let me solve it.The solution to the system is given by: $$x_1 = 2 - 5x_3, \quad x_2 = 3 - 4x_3$$ This means that there are infinitely many solutions depending on the value of $$x_3$$. Therefore, **b** is a linear combination of $$a_1$$, $$a_2$$, and $$a_3$$, and the scalars $$x_1$$, $$x_2$$, and $$x_3$$ are not unique, but dependent on the value of $$x_3$$. Would you like more details, or do you have any questions? Here are five related questions you could explore: 1. How do you express the general form of linear combinations? 2. What is the geometric interpretation of a linear combination of vectors? 3. How can you determine if a set of vectors is linearly dependent? 4. What does it mean when a system of linear equations has infinitely many solutions? 5. Can you find a specific solution by assigning a value to $$x_3$$? **Tip:** When a system of equations has infinitely many solutions, it means the vectors involved are not linearly independent!Ask a new question for Free
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Vector Spaces
Linear Combinations
Formulas
x1 * a1 + x2 * a2 + x3 * a3 = b
Matrix Equation: A * x = b
Theorems
Existence of solutions for systems of linear equations
Linear Dependence and Independence of Vectors
Suitable Grade Level
Undergraduate (Linear Algebra)
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