Math Problem Statement
Solution
To determine if the vector is a linear combination of the vectors , , and , we need to solve the following system of linear equations:
This translates to the matrix equation:
Or, more explicitly:
Now, we solve this system using either Gaussian elimination or matrix inversion.
I'll proceed with solving it for you.The solution to the system of equations is approximately:
However, the system has a non-zero residual of about 7.54, which indicates that the vector is not an exact linear combination of , , and .
Would you like a deeper explanation of these results or further details?
Here are some related questions you might explore:
- What does it mean for a vector to be a linear combination of others?
- How does Gaussian elimination work for solving linear systems?
- What is the significance of the residual in a least squares solution?
- Can we always solve any system of linear equations?
- How does matrix rank affect the solvability of systems?
Tip: Non-zero residuals in least squares indicate the system is overdetermined or inconsistent.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Linear Combination
Matrix Equation
Gaussian Elimination
Formulas
c1 * v1 + c2 * v2 + c3 * v3 = v
Matrix equation: A * c = v where A is the matrix formed by v1, v2, v3
Theorems
Linear Combination
Gaussian Elimination
Suitable Grade Level
Undergraduate / High School (Grades 11-12)
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