Linear Algebra and Its Applications (5th Edition)

Published by Pearson
ISBN 10: 032198238X
ISBN 13: 978-0-32198-238-4

Chapter 1 - Linear Equations in Linear Algebra - Problems - Page 32: 12

Answer

$b$ is not a linear combination of $a_1$, $a_2$, and $a_3$

Work Step by Step

Asking if $b$ is a linear combination of those vectors is equivalent to asking whether the system whose augmented matrix is shown below is consistent. $$ \begin{bmatrix} 1 & 0 & 2 & -5 \\ -2 & 5 & 0 & 11 \\ 2 & 5 & 8 & -7 \end{bmatrix} $$ We can determine this through row reduction. First, add the second row to the third: $$ \begin{bmatrix} 1 & 0 & 2 & -5 \\ -2 & 5 & 0 & 11 \\ 0 & 10 & 8 & 4 \end{bmatrix} $$ Now add twice the first row to the second: $$ \begin{bmatrix} 1 & 0 & 2 & -5 \\ 0 & 5 & 4 & 1 \\ 0 & 10 & 8 & 4 \end{bmatrix} $$ Double the second row and subtract it from the third: $$ \begin{bmatrix} 1 & 0 & 2 & -5 \\ 0 & 5 & 4 & 1 \\ 0 & 0 & 0 & 2 \end{bmatrix} $$ The last row is mathematically impossible ($0=2$), so the matrix is inconsistent and $b$ is not a linear combination of the vectors.
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