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6: Let \({{\mathop{\rm v}\nolimits} _1} = \left[ {\begin{array}{*{20}{c}}1\\{ - 2}\\4\\3\end{array}} \right]\), \({{\mathop{\rm v}\nolimits} _2} = \left[ {\begin{array}{*{20}{c}}4\\{ - 7}\\9\\7\end{array}} \right]\), \[{{\mathop{\rm v}\nolimits} _3} = \left[ {\begin{array}{*{20}{c}}5\\{ - 8}\\6\\5\end{array}} \right]\], and \[{\mathop{\rm u}\nolimits} = \left[ {\begin{array}{*{20}{c}}{ - 4}\\{10}\\{ - 7}\\{ - 5}\end{array}} \right]\] . Determine if u is in the subspace of \({\mathbb{R}^4}\) generated by \(\left\{ {{{\mathop{\rm v}\nolimits} _1},{{\mathop{\rm v}\nolimits} _2},{{\mathop{\rm v}\nolimits} _3}} \right\}\).

Short Answer

Expert verified

\[{\mathop{\rm u}\nolimits} \] is not in the subspace of \({\mathbb{R}^4}\) generated by vectors \(\left\{ {{{\mathop{\rm v}\nolimits} _1},{{\mathop{\rm v}\nolimits} _2},{{\mathop{\rm v}\nolimits} _3}} \right\}\).

Step by step solution

01

Write the vector equation as an augmented matrix

When the vector equation \({{\mathop{\rm x}\nolimits} _1}{{\mathop{\rm v}\nolimits} _1} + {{\mathop{\rm x}\nolimits} _2}{{\mathop{\rm v}\nolimits} _2} + {{\mathop{\rm x}\nolimits} _3}{{\mathop{\rm v}\nolimits} _3} = {\mathop{\rm u}\nolimits} \) isconsistent, vector u is in thesubspace generated by vectors \(\left\{ {{{\mathop{\rm v}\nolimits} _1},{{\mathop{\rm v}\nolimits} _2},{{\mathop{\rm v}\nolimits} _3}} \right\}\).

The augmented matrix of the vector equation \({{\mathop{\rm x}\nolimits} _1}{{\mathop{\rm v}\nolimits} _1} + {{\mathop{\rm x}\nolimits} _2}{{\mathop{\rm v}\nolimits} _2} + {{\mathop{\rm x}\nolimits} _3}{{\mathop{\rm v}\nolimits} _3} = {\mathop{\rm u}\nolimits} \) is shown below:

\(\left[ {\begin{array}{*{20}{c}}{{{\mathop{\rm v}\nolimits} _1}}&{{{\mathop{\rm v}\nolimits} _2}}&{{{\mathop{\rm v}\nolimits} _3}}&{\mathop{\rm u}\nolimits} \end{array}} \right] \sim \left[ {\begin{array}{*{20}{c}}1&4&5&{ - 4}\\{ - 2}&{ - 7}&{ - 8}&{10}\\4&9&6&{ - 7}\\3&7&5&{ - 5}\end{array}} \right]\)

02

Apply the row operation

The following row operation demonstrates that u is not in the subspace generated by vectors \(\left\{ {{{\mathop{\rm v}\nolimits} _1},{{\mathop{\rm v}\nolimits} _2},{{\mathop{\rm v}\nolimits} _3}} \right\}\).

At row two, multiply row one by 2 and add it to row two. At row three, multiply row one by 4 and subtract it from row three. At row four, multiply row one by 3 and subtract it from row four.

\( \sim \left[ {\begin{array}{*{20}{c}}1&4&5&{ - 4}\\0&1&2&2\\0&{ - 7}&{ - 14}&9\\0&{ - 5}&{ - 10}&7\end{array}} \right]\)

At row three, multiply row two by 7 and add it to row three. At row four, multiply row two by 5 and add it to row four.

\( \sim \left[ {\begin{array}{*{20}{c}}1&4&5&{ - 4}\\0&1&2&2\\0&0&0&{23}\\0&0&0&{17}\end{array}} \right]\)

03

Determine whether u is in subspace generated by \(\left\{ {{{\mathop{\rm v}\nolimits} _1},{{\mathop{\rm v}\nolimits} _2},{{\mathop{\rm v}\nolimits} _3}} \right\}\)

Mark the pivot column in the row echelon form of the matrix

.

The augmented matrix represents an inconsistent system. Therefore, \({\mathop{\rm u}\nolimits} \) is not in the subspace of \({\mathbb{R}^4}\) generated by vectors \(\left\{ {{{\mathop{\rm v}\nolimits} _1},{{\mathop{\rm v}\nolimits} _2},{{\mathop{\rm v}\nolimits} _3}} \right\}\).

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Most popular questions from this chapter

In Exercise 10 mark each statement True or False. Justify each answer.

10. a. A product of invertible \(n \times n\) matrices is invertible, and the inverse of the product of their inverses in the same order.

b. If A is invertible, then the inverse of \({A^{ - {\bf{1}}}}\) is A itself.

c. If \(A = \left( {\begin{aligned}{*{20}{c}}a&b\\c&d\end{aligned}} \right)\) and \(ad = bc\), then A is not invertible.

d. If A can be row reduced to the identity matrix, then A must be invertible.

e. If A is invertible, then elementary row operations that reduce A to the identity \({I_n}\) also reduce \({A^{ - {\bf{1}}}}\) to \({I_n}\).

Suppose the third column of Bis the sum of the first two columns. What can you say about the third column of AB? Why?

Suppose P is invertible and \(A = PB{P^{ - 1}}\). Solve for Bin terms of A.

Use partitioned matrices to prove by induction that the product of two lower triangular matrices is also lower triangular. [Hint: \(A\left( {k + 1} \right) \times \left( {k + 1} \right)\) matrix \({A_1}\) can be written in the form below, where \[a\] is a scalar, v is in \({\mathbb{R}^k}\), and Ais a \(k \times k\) lower triangular matrix. See the study guide for help with induction.]

\({A_1} = \left[ {\begin{array}{*{20}{c}}a&{{0^T}}\\0&A\end{array}} \right]\).

Describe in words what happens when you compute \({A^{\bf{5}}}\), \({A^{{\bf{10}}}}\), \({A^{{\bf{20}}}}\), and \({A^{{\bf{30}}}}\) for \(A = \left( {\begin{aligned}{*{20}{c}}{1/6}&{1/2}&{1/3}\\{1/2}&{1/4}&{1/4}\\{1/3}&{1/4}&{5/12}\end{aligned}} \right)\).

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