Linear algebra-linear combination

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SUMMARY

The discussion centers on determining whether the third column of the matrix [1, 2, 3; 7, 8, 9; 4, 5, 6] can be expressed as a linear combination of the first two columns. The solution involves setting up the equations a * U1 + b * U2 = x, where U1 and U2 are the first and second columns, respectively. The augmented matrix was row-reduced to [1, 0, -1; 0, 1, 2; 0, 0, 0], yielding coefficients a = -1 and b = 2. The presence of a row of zeros in the reduced matrix indicates that the third column is indeed a linear combination of the first two columns.

PREREQUISITES
  • Understanding of linear combinations in linear algebra
  • Familiarity with matrix operations and row reduction techniques
  • Knowledge of augmented matrices and their interpretation
  • Basic algebraic manipulation skills
NEXT STEPS
  • Study the concept of linear independence and dependence in vector spaces
  • Learn about the rank of a matrix and its implications for linear combinations
  • Explore methods for solving systems of linear equations, such as Gaussian elimination
  • Investigate applications of linear combinations in various fields, including computer graphics and data science
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Students of linear algebra, educators teaching matrix theory, and anyone interested in understanding linear combinations and their applications in mathematics.

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Homework Statement


For each matrix, can you write the third column of the matrix as a linear combination
of the first two columns?

<br /> \left[ \begin{array}{cccc} 1 &amp; 2 &amp; 3 \\ 7 &amp; 8 &amp; 9 \\ 4 &amp; 5 &amp; 6 \end{array} \right]<br />

Homework Equations


x=a(U1)+b(U2)


The Attempt at a Solution


I let x equal the third column, U1 as the first column, and U2 as the second column. I solved the augmented matrix and got:

<br /> \left[ \begin{array}{cccc} 1 &amp; 0 &amp; -1 \\ 0 &amp; 1 &amp; 2 \\ 0 &amp; 0 &amp; 0 \end{array} \right]<br />

which a=-1, b=2.

This where I'm confused. Do I just multiply a by the first column and b by the second then that will give me a matrix that is the linear combination wrt the third column?
 
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A linear combination of x and y is a*x + b*y. So you want to know if you can find some a and b such that
a*first column + b*second column is equal to third column.

Can you?
 
Saying "third column is a linear combination of the first two columns" is the same as saying x+ 2y= 3, 7a+ 8y= 9, 4a+ 5b= 6 for some a, b, c. Can you solve those three equations? One way to solve a system of equations is to set up the "augmented" matrix and row-reduce. Do you see that you have already done that? What are x and y?

By the way, if the question was really "can you write the third column of the matrix as a linear combination
of the first two columns?" then you should have been known the answer as soon as you saw the last row.
 

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