Question: 20. Let \(f:{\mathbb{R}^n} \to {\mathbb{R}^m}\) is a linear transformation, and let \(T\) be an affine subset of \({\mathbb{R}^{\bf{m}}}\), and let \(S = \left\{ {{\bf{x}} \in {\mathbb{R}^n}\,:\,f\left( {\bf{x}} \right) \in T} \right\}\). Show that \(S\) is an affine subset of \({\mathbb{R}^m}\).

Short Answer

Expert verified

It is shown that \(S\) is an affine subset of \({\mathbb{R}^m}\).

Step by step solution

01

Describe the given statement

Given that\(f:{\mathbb{R}^n} \to {\mathbb{R}^m}\)is a linear transformation,\(T\)be an affine subset of\({\mathbb{R}^m}\), and\(S = \left\{ {x \in {\mathbb{R}^n}\,:\,f\left( {\bf{x}} \right) \in T} \right\}\).

Assume a subspace for \(S\) and \(\mathbb{R}\), that is, \({\bf{x,y}} \in S\) and \(t \in \mathbb{R}\). To show that \(S\) is affine, it suffices to show that for any pair \({\bf{x}}\) and \({\bf{y}}\) of points in \(S\), the line through \({\bf{x}}\) and \({\bf{y}}\)lies in \(S\).

02

Use Theorem 2

As \(S = \left\{ {x \in {R^n}\,:\,f\left( x \right) \in T} \right\}\). So, for each real \(t\), \(f\left( {\left( {1 - t} \right){\rm{x}} + t{\rm{y}}} \right) = \left( {1 - t} \right)f\left( {\rm{x}} \right) + tf\left( {\rm{y}} \right)\).

Since \(T\) is an affine subspace of \({\mathbb{R}^n}\), \(\left( {1 - t} \right)f\left( {\rm{x}} \right) + tf\left( {\rm{y}} \right) \in T\). Moreover, \(\left( {1 - t} \right){\rm{x}} + t{\rm{y}} \in S\), as \({\rm{x,y}} \in S\), and \(f\left( {\rm{x}} \right) \in T\).

03

Draw a conclusion

The statement \(\left( {1 - t} \right){\rm{x}} + t{\rm{y}} \in S\) is satisfied by all the points in the subspace of \(S\), and \(\mathbb{R}\).

Therefore, \(S\) is an affine subset of \({\mathbb{R}^m}\).

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Most popular questions from this chapter

Question 3: Repeat Exercise 1 where \(m\) is the minimum value of f on \(S\) instead of the maximum value.

Question: 23. Let \({{\bf{v}}_1} = \left( \begin{array}{l}1\\1\end{array} \right)\), \({{\bf{v}}_2} = \left( \begin{array}{l}3\\0\end{array} \right)\), \({{\bf{v}}_3} = \left( \begin{array}{l}5\\3\end{array} \right)\) and \({\bf{p}} = \left( \begin{array}{l}4\\1\end{array} \right)\). Find a hyperplane \(f:d\) (in this case, a line) that strictly separates \({\bf{p}}\) from \({\rm{conv}}\left\{ {{{\bf{v}}_1},{{\bf{v}}_2},{{\bf{v}}_3}} \right\}\).

In Exercises 1-6, determine if the set of points is affinely dependent. (See Practice Problem 2.) If so, construct an affine dependence relation for the points.

6.\(\left( {\begin{aligned}{{}}1\\3\\1\end{aligned}} \right),\left( {\begin{aligned}{{}}0\\{ - 1}\\{ - 2}\end{aligned}} \right),\left( {\begin{aligned}{{}}2\\5\\2\end{aligned}} \right),\left( {\begin{aligned}{{}}3\\5\\0\end{aligned}} \right)\)

Question: Repeat Exercise 7 when

\({{\bf{v}}_{\bf{1}}} = \left( {\begin{array}{*{20}{c}}{\bf{1}}\\{\bf{0}}\\{\bf{3}}\\{ - {\bf{2}}}\end{array}} \right)\), \({{\bf{v}}_{\bf{2}}} = \left( {\begin{array}{*{20}{c}}{\bf{2}}\\{\bf{1}}\\{\bf{6}}\\{ - {\bf{5}}}\end{array}} \right)\), and \({{\bf{v}}_{\bf{2}}} = \left( {\begin{array}{*{20}{c}}{\bf{3}}\\{\bf{0}}\\{{\bf{12}}}\\{ - {\bf{6}}}\end{array}} \right)\)

\({{\bf{p}}_{\bf{1}}} = \left( {\begin{array}{*{20}{c}}{\bf{4}}\\{ - {\bf{1}}}\\{{\bf{15}}}\\{ - {\bf{7}}}\end{array}} \right)\), \({{\bf{p}}_{\bf{2}}} = \left( {\begin{array}{*{20}{c}}{ - {\bf{5}}}\\{\bf{3}}\\{ - {\bf{8}}}\\{\bf{6}}\end{array}} \right)\), and \({{\bf{p}}_{\bf{3}}} = \left( {\begin{array}{*{20}{c}}{\bf{1}}\\{\bf{6}}\\{ - {\bf{6}}}\\{ - {\bf{8}}}\end{array}} \right)\)

In Exercises 21-26, prove the given statement about subsets A and B of \({\mathbb{R}^n}\), or provide the required example in \({\mathbb{R}^2}\). A proof for an exercise may use results from earlier exercises (as well as theorems already available in the text).

22. If \(A \subset B\), then \(affA \subset aff B\).

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