Exercises 15 and 16 provide a proof of Theorem 15. Fill in a justification for each step. 15.

Given v inV , there exist scalars , such that because . Apply the coordinate mapping determined by the basis , and obtain because \({\rm{v}}\)\((b)\underline {\,\,\,\,\,\,\,\,\,\,\,\,} \) . This equation may be written in the form \({\left( v \right)_C} = \left( {{{\left( {{b_1}} \right)}_C}\,\,\,{{\left( {{b_2}} \right)}_C}\,\,\,...\,\,\,\,{{\left( {{b_n}} \right)}_C}} \right)\left( \begin{array}{l}{x_1}\\\,\, \vdots \\{x_n}\end{array} \right)\)by the definition of \((c)\underline {\,\,\,\,\,\,\,\,\,\,\,\,} \) . This shows that the matrix \(\mathop P\limits_{C \to B} \)shown in (5) satisfies \({\left( v \right)_C} = \mathop P\limits_{C \to B} {\left( v \right)_B}\)each \(v\) in \(V\) , because the vector on the right side of (8) is \((d)\underline {\,\,\,\,\,\,\,\,\,\,\,\,} \).

Short Answer

Expert verified

(a) \(B\) is the basis for vector space \(V\)

(b) coordinate mapping is a linear transformation

(c) product of matrix and vector

(d) the coordinate vector of \(v\) relative to \(B\)

Step by step solution

01

State the theorem for change of coordinate matrix from \(B\) to \(C\) 

If \(B = \left\{ {{b_1}.....{b_n}} \right\}\) and \(C = \left\{ {{c_1}.....{c_n}} \right\}\) are the bases for vector space \(V\), then according to the theorem of change of coordinates matrix from \(B\) to \(C\), there is always a matrix \(\mathop P\limits_{C \to B} \) of dimension \(n \times n\) such that \({\left( x \right)_c} = \mathop P\limits_{C \to B} {\left( x \right)_B}\). It means that the vectors in basis \(B\) have \(C\) coordinate vectors, which are the same as the columns of \(\mathop P\limits_{C \to B} \).

02

Use the first line of the statement to fill the gap in (a).

As \(B = \left\{ {{b_1}.....{b_n}} \right\}\) and \(C = \left\{ {{c_1}.....{c_n}} \right\}\) are the bases for vector space \(V\), we can write \(v = {x_1}{b_1} + {x_2}{b_2} + .... + {x_n}{b_n}\).Thus, “\(B\) is the basis for vector space \(V\)” fills in blank (a).

03

Use the last line of the statement to fill the gap in (b).

As the vectors in basis \(B\) have \(C\) coordinate vectors, which are the same as the columns of\(\mathop P\limits_{C \to B} \), coordinate mapping must be a linear transformation. Thus, “coordinate mapping is a linear transformation” fills in blank (b).

04

Use the definition of the product of matrix and vector

The equation of the form \({\left( v \right)_C} = \left( {{{\left( {{b_1}} \right)}_C}\,\,\,{{\left( {{b_2}} \right)}_C}\,\,\,...\,\,\,\,{{\left( {{b_n}} \right)}_C}} \right)\left( \begin{array}{l}{x_1}\\\,\, \vdots \\{x_n}\end{array} \right)\) is a product of a matrix and a vector. The matrix is \(\left( {{{\left( {{b_1}} \right)}_C}\,\,\,{{\left( {{b_2}} \right)}_C}\,\,\,...\,\,\,\,{{\left( {{b_n}} \right)}_C}} \right)\) , and the vector is \(\left( \begin{array}{l}{x_1}\\\,\, \vdots \\{x_n}\end{array} \right)\).

Thus, “product of matrix and vector” fills in blank (c).

05

Use the last line of the statement to fill the gap in (d)

There is always a matrix \(\mathop P\limits_{C \to B} \) of the dimension \(n \times n\) such that \({\left( x \right)_c} = \mathop P\limits_{C \to B} {\left( x \right)_B}\). It implies that the coordinate vector of x relative to \(B\) is changed to \(C\).

So, “the coordinate vector of \(v\) relative to \(B\)” fills in blank (d).

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Most popular questions from this chapter

[M] Let \(A = \left[ {\begin{array}{*{20}{c}}7&{ - 9}&{ - 4}&5&3&{ - 3}&{ - 7}\\{ - 4}&6&7&{ - 2}&{ - 6}&{ - 5}&5\\5&{ - 7}&{ - 6}&5&{ - 6}&2&8\\{ - 3}&5&8&{ - 1}&{ - 7}&{ - 4}&8\\6&{ - 8}&{ - 5}&4&4&9&3\end{array}} \right]\).

  1. Construct matrices \(C\) and \(N\) whose columns are bases for \({\mathop{\rm Col}\nolimits} A\) and \({\mathop{\rm Nul}\nolimits} A\), respectively, and construct a matrix \(R\) whose rows form a basis for Row\(A\).
  2. Construct a matrix \(M\) whose columns form a basis for \({\mathop{\rm Nul}\nolimits} {A^T}\), form the matrices \(S = \left[ {\begin{array}{*{20}{c}}{{R^T}}&N\end{array}} \right]\) and \(T = \left[ {\begin{array}{*{20}{c}}C&M\end{array}} \right]\), and explain why \(S\) and \(T\) should be square. Verify that both \(S\) and \(T\) are invertible.

Let be a linear transformation from a vector space \(V\) \(T:V \to W\)in to vector space \(W\). Prove that the range of T is a subspace of . (Hint: Typical elements of the range have the form \(T\left( {\mathop{\rm x}\nolimits} \right)\) and \(T\left( {\mathop{\rm w}\nolimits} \right)\) for some \({\mathop{\rm x}\nolimits} ,\,{\mathop{\rm w}\nolimits} \)in \(V\).)\(W\)

Consider the following two systems of equations:

\(\begin{array}{c}5{x_1} + {x_2} - 3{x_3} = 0\\ - 9{x_1} + 2{x_2} + 5{x_3} = 1\\4{x_1} + {x_2} - 6{x_3} = 9\end{array}\) \(\begin{array}{c}5{x_1} + {x_2} - 3{x_3} = 0\\ - 9{x_1} + 2{x_2} + 5{x_3} = 5\\4{x_1} + {x_2} - 6{x_3} = 45\end{array}\)

It can be shown that the first system of a solution. Use this fact and the theory from this section to explain why the second system must also have a solution. (Make no row operations.)

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: Determine if the matrix pairs in Exercises 19-22 are controllable.

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

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