Math Problem Statement
W = [a+b, 2a-b, -a-b, 4a+2b], a,b in R. how to find a matrix A such that w=col A
Solution
To find a matrix such that , meaning the span of the columns of is the set , we can proceed as follows:
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Identify the elements in : where and are real numbers, so we need to express each element of as a linear combination of the variables and .
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Rewrite each element in terms of and :
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Express each element as a vector: Each vector can be written in terms of and , so we rewrite as: This shows that the vectors and span .
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Form the matrix : Place the spanning vectors as columns in the matrix :
Thus, the matrix that satisfies is:
Let me know if you'd like more details on this process or have further questions!
Here are five related questions to consider:
- How can we determine if the columns of are linearly independent?
- What does the column space of represent geometrically in ?
- How do we verify if spans or a subspace of it?
- How would this process change if contained three variables instead of two?
- How can we find the rank of and what does it tell us about the space ?
Tip: When expressing vectors as column spaces, always check if they form a basis by confirming they are linearly independent.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Matrix Theory
Vector Spaces
Formulas
Linear combination of vectors
Column space of a matrix
Theorems
Span of vectors
Column space of a matrix
Suitable Grade Level
Grades 11-12
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