Math Problem Statement
Solution
We are asked to express the vector as a linear combination of the vectors , , and .
In other words, we need to find scalars , , and such that: This can be written as the following system of equations based on the components of each vector:
Breaking it down into three separate equations for each component:
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For the first component:
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For the second component:
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For the third component:
Solving the system of equations:
We have the following system of three equations:
Let’s solve this step by step.
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Solve for in terms of from equation 1:
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Substitute this expression for into equation 2:
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Substitute this expression for and into equation 3:
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Substitute into the equation for :
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Finally, substitute into the equation for :
Final Answer:
The scalars are:
Thus, the vector can be written as:
Would you like a more detailed breakdown of any step?
Here are five related questions:
- How can we solve a system of linear equations using matrices?
- What is the geometric interpretation of expressing vectors as linear combinations?
- How do we know if a set of vectors forms a basis in ?
- What is the condition for three vectors to be linearly independent in ?
- How can linear transformations be represented using matrix operations?
Tip: When solving systems of equations, substitution works well when one variable is easy to isolate. For larger systems, consider matrix methods like Gaussian elimination.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Vector Spaces
Linear Combinations
Systems of Equations
Formulas
v = a * v1 + b * v2 + c * v3
System of equations from vector components: a * v1 + b * v2 + c * v3 = v
Theorems
Linear Independence and Span
Basis of a Vector Space
Suitable Grade Level
University Level (Linear Algebra)
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