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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: 18. Choose a set \(S\) of four points in \({\mathbb{R}^3}\) such that aff \(S\) is the plane \(2{x_1} + {x_2} - 3{x_3} = 12\). Justify your work.

Question: In Exercises 15-20, write a formula for a linear functional f and specify a number d so that \(\left( {f:d} \right)\) the hyperplane H described in the exercise.

Let A be the \({\bf{1}} \times {\bf{4}}\) matrix \(\left( {\begin{array}{*{20}{c}}{\bf{1}}&{ - {\bf{3}}}&{\bf{4}}&{ - {\bf{2}}}\end{array}} \right)\) and let \(b = {\bf{5}}\). Let \(H = \left\{ {{\bf{x}}\,\,{\rm{in}}\,{\mathbb{R}^{\bf{4}}}:A{\bf{x}} = {\bf{b}}} \right\}\).

Question:28. Give an example of a compact set\(A\)and a closed set\(B\)in\({\mathbb{R}^2}\)such that\(\left( {{\rm{conv}}\,A} \right) \cap \left( {{\rm{conv}}\,B} \right) = \emptyset \)but\(A\)and\(B\)cannot be strictly separated by a hyperplane.

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

Question 2: Given points \({{\mathop{\rm p}\nolimits} _1} = \left( {\begin{array}{*{20}{c}}0\\{ - 1}\end{array}} \right),{\rm{ }}{{\mathop{\rm p}\nolimits} _2} = \left( {\begin{array}{*{20}{c}}2\\1\end{array}} \right),\) and \({{\mathop{\rm p}\nolimits} _3} = \left( {\begin{array}{*{20}{c}}1\\2\end{array}} \right)\) in \({\mathbb{R}^{\bf{2}}}\), let \(S = {\mathop{\rm conv}\nolimits} \left\{ {{{\mathop{\rm p}\nolimits} _1},{{\mathop{\rm p}\nolimits} _2},{{\mathop{\rm p}\nolimits} _3}} \right\}\). For each linear functional \(f\), find the maximum value \(m\) of \(f\), find the maximum value \(m\) of \(f\) on the set \(S\), and find all points x in \(S\) at which \(f\left( {\mathop{\rm x}\nolimits} \right) = m\).

a. \(f\left( {{x_1},{x_2}} \right) = {x_1} + {x_2}\)

b. \(f\left( {{x_1},{x_2}} \right) = {x_1} - {x_2}\)

c. \(f\left( {{x_1},{x_2}} \right) = - 2{x_1} + {x_2}\)

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