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Question:In Exercises 15–18, find a basis for the space spanned by the given vectors,\({{\bf{v}}_{\bf{1}}}, \ldots ,{{\bf{v}}_{\bf{5}}}\).

16. \(\left[ {\begin{array}{*{20}{c}}1\\{\bf{0}}\\{\bf{0}}\\{\bf{1}}\end{array}} \right]\), \(\left[ {\begin{array}{*{20}{c}}{ - {\bf{2}}}\\{\bf{1}}\\{ - {\bf{1}}}\\{\bf{1}}\end{array}} \right]\), \(\left[ {\begin{array}{*{20}{c}}{\bf{6}}\\{ - {\bf{1}}}\\{\bf{2}}\\{ - {\bf{1}}}\end{array}} \right]\), \(\left[ {\begin{array}{*{20}{c}}{\bf{5}}\\{ - {\bf{3}}}\\{\bf{3}}\\{ - {\bf{4}}}\end{array}} \right]\), \(\left[ {\begin{array}{*{20}{c}}{\bf{0}}\\{\bf{3}}\\{ - {\bf{1}}}\\{\bf{1}}\end{array}} \right]\)

Short Answer

Expert verified

The basis for the space spanned by the vectors is \(\left\{ {\left[ {\begin{array}{*{20}{c}}1\\0\\0\\1\end{array}} \right],\left[ {\begin{array}{*{20}{c}}{ - 2}\\1\\{ - 1}\\1\end{array}} \right],\left[ {\begin{array}{*{20}{c}}6\\{ - 1}\\2\\{ - 1}\end{array}} \right]} \right\}\).

Step by step solution

01

State the basis for Col A

The set of alllinear combinations of the columns of matrix A is Col A.It is called thecolumn space of A.Pivot columns are thebasisfor Col A.

02

Obtain the row-reduced echelon form

Consider the vectors\(\left[ {\begin{array}{*{20}{c}}1\\0\\0\\1\end{array}} \right]\), \(\left[ {\begin{array}{*{20}{c}}{ - 2}\\1\\{ - 1}\\1\end{array}} \right]\), \(\left[ {\begin{array}{*{20}{c}}6\\{ - 1}\\2\\{ - 1}\end{array}} \right]\), \(\left[ {\begin{array}{*{20}{c}}5\\{ - 3}\\3\\{ - 4}\end{array}} \right]\), \(\left[ {\begin{array}{*{20}{c}}0\\3\\{ - 1}\\1\end{array}} \right]\).

Five vectors span the column spaceof a matrix. So, construct matrix A using the given vectors as shown below:

\(A = \left[ {\begin{array}{*{20}{c}}1&{ - 2}&6&5&0\\0&1&{ - 1}&{ - 3}&3\\0&{ - 1}&2&3&{ - 1}\\1&1&{ - 1}&{ - 4}&1\end{array}} \right]\)

Obtain theechelon formof matrix A as shown below:

Add\( - 1\)times row 1 to row 4 to get row 4.

\(A = \left[ {\begin{array}{*{20}{c}}1&{ - 2}&6&5&0\\0&1&{ - 1}&{ - 3}&3\\0&{ - 1}&2&3&{ - 1}\\0&3&{ - 7}&{ - 9}&1\end{array}} \right]\)

Add row 2 to row 3 to get row 3.

\(A = \left[ {\begin{array}{*{20}{c}}1&{ - 2}&6&5&0\\0&1&{ - 1}&{ - 3}&3\\0&0&1&0&2\\0&3&{ - 7}&{ - 9}&1\end{array}} \right]\)

Add\( - 3\)times row 2 to row 4 to get row 4.

\(A = \left[ {\begin{array}{*{20}{c}}1&{ - 2}&6&5&0\\0&1&{ - 1}&{ - 3}&3\\0&0&1&0&2\\0&0&{ - 4}&0&{ - 8}\end{array}} \right]\)

Add 4 times row 3 to row 4 to get row 4.

\(A = \left[ {\begin{array}{*{20}{c}}1&{ - 2}&6&5&0\\0&1&{ - 1}&{ - 3}&3\\0&0&1&0&2\\0&0&0&0&0\end{array}} \right]\)

03

Write the basis for Col A

To identify the pivot and the pivot position, observe the leftmost column (nonzero column) of the matrix, that is, the pivot column. At the top of this column, 1 is the pivot.

A = \(\left[ {\begin{array}{*{20}{c}} {\boxed1}&{ - 2}&6&5&0 \\ 0&{\boxed1}&{ - 1}&{ - 3}&3 \\ 0&0&{\boxed1}&0&2 \\ 0&0&0&0&0 \end{array}} \right]\)

The first, second, and third columns have pivot elements.

The corresponding columns of matrix A are shown below:

\(\left[ {\begin{array}{*{20}{c}}1\\0\\0\\1\end{array}} \right]\), \(\left[ {\begin{array}{*{20}{c}}{ - 2}\\1\\{ - 1}\\1\end{array}} \right]\), \(\left[ {\begin{array}{*{20}{c}}6\\{ - 1}\\2\\{ - 1}\end{array}} \right]\)

The column space is shown below:

\({\rm{Col }}A = \left\{ {\left[ {\begin{array}{*{20}{c}}1\\0\\0\\1\end{array}} \right],\left[ {\begin{array}{*{20}{c}}{ - 2}\\1\\{ - 1}\\1\end{array}} \right],\left[ {\begin{array}{*{20}{c}}6\\{ - 1}\\2\\{ - 1}\end{array}} \right]} \right\}\)

Thus, the basis for Col Ais \(\left\{ {\left[ {\begin{array}{*{20}{c}}1\\0\\0\\1\end{array}} \right],\left[ {\begin{array}{*{20}{c}}{ - 2}\\1\\{ - 1}\\1\end{array}} \right],\left[ {\begin{array}{*{20}{c}}6\\{ - 1}\\2\\{ - 1}\end{array}} \right]} \right\}\).

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Most popular questions from this chapter

Question: In Exercises 13 and 14, assume that A is row equivalent to B. Find bases for NulA and Col A.

13. \(A = \left[ {\begin{array}{*{20}{c}}{ - 2}&4&{ - 2}&{ - 4}\\2&{ - 6}&{ - 3}&1\\{ - 3}&8&2&{ - 3}\end{array}} \right]\), \(B = \left[ {\begin{array}{*{20}{c}}1&0&6&5\\0&2&5&3\\0&0&0&0\end{array}} \right]\)

Suppose a nonhomogeneous system of nine linear equations in ten unknowns has a solution for all possible constants on the right sides of the equations. Is it possible to find two nonzero solutions of the associated homogeneous system that are not multiples of each other? Discuss.

Suppose the solutions of a homogeneous system of five linear equations in six unknowns are all multiples of one nonzero solution. Will the system necessarily have a solution for every possible choice of constants on the right sides of the equations? Explain.

Is it possible for a nonhomogeneous system of seven equations in six unknowns to have a unique solution for some right-hand side of constants? Is it possible for such a system to have a unique solution for every right-hand side? Explain.

Question: In Exercises 25 and 26, A denotes a \(m \times n\) matrix. Mark each statement True or False. Justify each answer.

26.

a. A null space is a vector space.

b. The column space of a \(m \times n\) matrix is in \({\mathbb{R}^m}\).

c. Col A is the set of all solutions of \(A{\mathop{\rm x}\nolimits} = b\).

d. Nul A is the kernel of the mapping \({\mathop{\rm x}\nolimits} \mapsto A{\mathop{\rm x}\nolimits} \).

e. The range of a linear transformation is a vector space.

f. The set of all solutions of a homogeneous linear differential equation is the kernel of a linear transformation.

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