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In Exercises 11 and 12, determine if \({\rm{b}}\) is a linear combination of \({{\mathop{\rm a}\nolimits} _1},{a_2}\) and \({a_3}\).

12.

Short Answer

Expert verified

\({\mathop{\rm b}\nolimits} \) is not a linear combination of columns \({{\mathop{\rm a}\nolimits} _1},{{\mathop{\rm a}\nolimits} _2}\), and \({{\mathop{\rm a}\nolimits} _3}\).

Step by step solution

01

Rewrite the matrix into a vector equation

In\({\mathbb{R}^2}\), the sum of two vectors\({\mathop{\rm u}\nolimits} \)and\({\mathop{\rm v}\nolimits} \)is thevector addition \({\mathop{\rm u}\nolimits} + v\), which is obtained by adding the corresponding entries of\({\mathop{\rm u}\nolimits} \)and\({\mathop{\rm v}\nolimits} \).

Thescalar multiple of a vector\({\mathop{\rm u}\nolimits} \)by real number\(c\)is the vector\(c{\mathop{\rm u}\nolimits} \)obtained by multiplying each entry in\({\mathop{\rm u}\nolimits} \)by\(c\).

Use scalar multiplicationto rewrite the matrix into a vector equation

\({x_1}\left[ {\begin{array}{*{20}{c}}1\\{ - 2}\\2\end{array}} \right] + {x_2}\left[ {\begin{array}{*{20}{c}}0\\5\\5\end{array}} \right] + {x_3}\left[ {\begin{array}{*{20}{c}}2\\0\\8\end{array}} \right] = \left[ {\begin{array}{*{20}{c}}{ - 5}\\{11}\\{ - 7}\end{array}} \right]\)

02

Convert the vector equation into an augmented matrix

A vector equation \({{\mathop{\rm x}\nolimits} _1}{a_1} + {x_2}{a_2} + ... + {x_n}{a_n} = b\) has the same solution set as the linear system whose augmented matrix is \(\left[ {\begin{array}{*{20}{c}}{{a_1}}&{{a_2}}&{...}&{{a_n}}&b\end{array}} \right]\).

The augmented matrix for the vector equations \({x_1}\left[ {\begin{array}{*{20}{c}}1\\{ - 2}\\2\end{array}} \right] + {x_2}\left[ {\begin{array}{*{20}{c}}0\\5\\5\end{array}} \right] + {x_3}\left[ {\begin{array}{*{20}{c}}2\\0\\8\end{array}} \right] = \left[ {\begin{array}{*{20}{c}}{ - 5}\\{11}\\{ - 7}\end{array}} \right]\) is represented as:

\(\left[ {\begin{array}{*{20}{c}}1&0&2&{ - 5}\\{ - 2}&5&0&{11}\\2&5&8&{ - 7}\end{array}} \right]\)

03

Apply row operation

Perform an elementary row operation to produce the first augmented matrix.

Replace row 2 by adding 2 times row 1 to row 2.

\(\left[ {\begin{array}{*{20}{c}}1&0&2&{ - 5}\\0&5&4&1\\2&5&8&{ - 7}\end{array}} \right]\)

04

Apply row operation

Perform an elementary row operation to produce a second augmented matrix.

Sum of \( - 2\) times row 1 and row 3 at row 3

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

05

Apply row operation

Perform an elementary row operation to produce a third augmented matrix.

Sum of \( - 1\) times row 2 and row 3 at row 3

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

06

Determine whether \(b\) is a linear combination of the column \(A\)

The vector\({\mathop{\rm y}\nolimits} \)defined by\(y = {c_1}{v_1} + .... + {c_p}{v_p}\)is called alinear combination of\({{\mathop{\rm v}\nolimits} _1},{v_2},...,{v_p}\)with weights\({c_1},{c_2},...,{c_p}\).

To obtain the solution of the vector equations, you have to convert the augmented matrix into the system of equations.

Write the obtained matrix \(\left[ {\begin{array}{*{20}{c}}1&0&2&{ - 5}\\0&5&4&1\\0&0&0&2\end{array}} \right]\)into the equation notation.

\(\begin{array}{c}{x_1} + 2{x_3} = - 5\\5{x_2} + 4{x_3} = 1\\0 = 2\end{array}\)

The system of equations corresponding to the vector equation \({x_1}{{\mathop{\rm a}\nolimits} _1} + {x_2}{{\mathop{\rm a}\nolimits} _2} + {x_3}{{\mathop{\rm a}\nolimits} _3} = {\mathop{\rm b}\nolimits} \) has no solution. Hence, \({\mathop{\rm b}\nolimits} \) is not a linear combination of columns \({{\mathop{\rm a}\nolimits} _1},{{\mathop{\rm a}\nolimits} _2}\), and \({{\mathop{\rm a}\nolimits} _3}\).

Thus, \({\mathop{\rm b}\nolimits} \) is not a linear combination of columns \({{\mathop{\rm a}\nolimits} _1},{{\mathop{\rm a}\nolimits} _2}\), and \({{\mathop{\rm a}\nolimits} _3}\).

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Most popular questions from this chapter

In Exercises 23 and 24, key statements from this section are either quoted directly, restated slightly (but still true), or altered in some way that makes them false in some cases. Mark each statement True or False, and justify your answer.(If true, give the approximate location where a similar statement appears, or refer to a de铿乶ition or theorem. If false, give the location of a statement that has been quoted or used incorrectly, or cite an example that shows the statement is not true in all cases.) Similar true/false questions will appear in many sections of the text.

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