Let \(x = \left[ {\begin{array}{*{20}{c}}{{x_1}}\\{{x_2}}\end{array}} \right]\), \({v_1} = \left[ {\begin{array}{*{20}{c}}{ - 2}\\5\end{array}} \right]\) and \({v_2} = \left[ {\begin{array}{*{20}{c}}7\\{ - 3}\end{array}} \right]\) and let \(T:{\mathbb{R}^2} \to {\mathbb{R}^2}\) be a linear transformation that maps \(x\) into \({x_1}{v_1} + {x_1}{v_2}\). Find a matrix \(A\) such that \(T\left( x \right)\) is \(Ax\) for each \(x\).

Short Answer

Expert verified

\(\left[ {\begin{array}{*{20}{c}}{ - 2}&7\\5&{ - 3}\end{array}} \right]\)

Step by step solution

01

Find the value of \(T\left( x \right)\)

\(\begin{aligned}T\left( x \right) &= {x_1}{v_1} + {x_2}{v_2}\\ &= \left[ {\begin{array}{*{20}{c}}{{v_1}}&{{v_2}}\end{array}} \right]\left[ {\begin{array}{*{20}{c}}{{x_1}}\\{{x_2}}\end{array}} \right]\end{aligned}\)

02

Substitute the values of \({v_1}\) and \({v_2}\)

Substitute the values of \({v_1}\) and \({v_2}\) in the equation \(T\left( x \right) = \left[ {\begin{array}{*{20}{c}}{{v_1}}&{{v_2}}\end{array}} \right]\left[ {\begin{array}{*{20}{c}}{{x_1}}\\{{x_2}}\end{array}} \right]\).

\(\begin{aligned}{c}T\left( x \right) &= \left[ {\begin{array}{*{20}{c}}{{v_1}}&{{v_2}}\end{array}} \right]\left[ {\begin{array}{*{20}{c}}{{x_1}}\\{{x_2}}\end{array}} \right]\\ &= \left[ {\begin{array}{*{20}{c}}{ - 2}&7\\5&{ - 3}\end{array}} \right]x\end{aligned}\)

03

Find matrix \(A\)

Compare the equation \(T\left( x \right) = \left[ {\begin{array}{*{20}{c}}{ - 2}&7\\5&{ - 3}\end{array}} \right]x\)with\(T\left( x \right) = Ax\).

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

So, matrix \(A\) is \(\left[ {\begin{array}{*{20}{c}}{ - 2}&7\\5&{ - 3}\end{array}} \right]\).

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Most popular questions from this chapter

Let \(A = \left[ {\begin{array}{*{20}{c}}1&0&{ - 4}\\0&3&{ - 2}\\{ - 2}&6&3\end{array}} \right]\) and \(b = \left[ {\begin{array}{*{20}{c}}4\\1\\{ - 4}\end{array}} \right]\). Denote the columns of \(A\) by \({{\mathop{\rm a}\nolimits} _1},{a_2},{a_3}\) and let \(W = {\mathop{\rm Span}\nolimits} \left\{ {{a_1},{a_2},{a_3}} \right\}\).

  1. Is \(b\) in \(\left\{ {{a_1},{a_2},{a_3}} \right\}\)? How many vectors are in \(\left\{ {{a_1},{a_2},{a_3}} \right\}\)?
  2. Is \(b\) in \(W\)? How many vectors are in W.
  3. Show that \({a_1}\) is in W.[Hint: Row operations are unnecessary.]

The solutions \(\left( {x,y,z} \right)\) of a single linear equation \(ax + by + cz = d\)

form a plane in \({\mathbb{R}^3}\) when a, b, and c are not all zero. Construct sets of three linear equations whose graphs (a) intersect in a single line, (b) intersect in a single point, and (c) have no points in common. Typical graphs are illustrated in the figure.

Three planes intersecting in a line.

(a)

Three planes intersecting in a point.

(b)

Three planes with no intersection.

(c)

Three planes with no intersection.

(c’)

In Exercises 13 and 14, determine if \({\mathop{\rm b}\nolimits} \) is a linear combination of the vectors formed from the columns of the matrix \(A\).

14. \(A = \left[ {\begin{array}{*{20}{c}}1&{ - 2}&{ - 6}\\0&3&7\\1&{ - 2}&5\end{array}} \right],{\mathop{\rm b}\nolimits} = \left[ {\begin{array}{*{20}{c}}{11}\\{ - 5}\\9\end{array}} \right]\)

Consider the problem of determining whether the following system of equations is consistent for all \({b_1},{b_2},{b_3}\):

\(\begin{aligned}{c}{\bf{2}}{x_1} - {\bf{4}}{x_2} - {\bf{2}}{x_3} = {b_1}\\ - {\bf{5}}{x_1} + {x_2} + {x_3} = {b_2}\\{\bf{7}}{x_1} - {\bf{5}}{x_2} - {\bf{3}}{x_3} = {b_3}\end{aligned}\)

  1. Define appropriate vectors, and restate the problem in terms of Span \(\left\{ {{{\bf{v}}_1},{{\bf{v}}_2},{{\bf{v}}_3}} \right\}\). Then solve that problem.
  1. Define an appropriate matrix, and restate the problem using the phrase “columns of A.”
  1. Define an appropriate linear transformation T using the matrix in (b), and restate the problem in terms of T.

In Exercises 9, write a vector equation that is equivalent to

the given system of equations.

9. \({x_2} + 5{x_3} = 0\)

\(\begin{array}{c}4{x_1} + 6{x_2} - {x_3} = 0\\ - {x_1} + 3{x_2} - 8{x_3} = 0\end{array}\)

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