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ubuntu2004
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\begin{exercise}{A3}{Image and kernel}{0011}
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\begin{exerciseStatement} Let \(T:\mathbb{R}^ 3 \to \mathbb{R}^ 4 \) be the linear transformation given by \[T\left( \left[\begin{array}{c}
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x_{1} \\
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x_{2} \\
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x_{3}
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\end{array}\right] \right) = \left[\begin{array}{c}
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x_{1} - x_{2} + 2 \, x_{3} \\
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x_{2} - 2 \, x_{3} \\
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x_{1} - x_{2} + 2 \, x_{3} \\
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-x_{2} + 2 \, x_{3}
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\end{array}\right] .\]
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\begin{enumerate}[(a)]
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\item Explain how to find the image of \(T\) and the kernel of \(T\).
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\item Explain how to find a basis of the image of \(T\) and a basis of the kernel of \(T\).
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\item Explain how to find the rank and nullity of \(T\), and why the rank-nullity theorem holds for \(T\).
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\end{enumerate}
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\end{exerciseStatement}
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\begin{exerciseAnswer}
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\[\operatorname{RREF} \left[\begin{array}{ccc}
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1 & -1 & 2 \\
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0 & 1 & -2 \\
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1 & -1 & 2 \\
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0 & -1 & 2
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\end{array}\right] = \left[\begin{array}{ccc}
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1 & 0 & 0 \\
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0 & 1 & -2 \\
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0 & 0 & 0 \\
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0 & 0 & 0
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\end{array}\right] \]
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\begin{enumerate}[(a)]
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\item \[\operatorname{Im}\ T = \operatorname{span}\ \left\{ \left[\begin{array}{c}
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1 \\
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0 \\
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1 \\
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0
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\end{array}\right] , \left[\begin{array}{c}
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-1 \\
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1 \\
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-1 \\
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-1
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\end{array}\right] \right\} \]\[\operatorname{ker}\ T = \left\{ \left[\begin{array}{c}
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0 \\
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2 \, a \\
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a
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\end{array}\right] \middle|\,a\in\mathbb{R}\right\} \]
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\item A basis of \(\operatorname{Im}\ T\) is \( \left\{ \left[\begin{array}{c}
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1 \\
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0 \\
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1 \\
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0
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\end{array}\right] , \left[\begin{array}{c}
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-1 \\
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1 \\
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-1 \\
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-1
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\end{array}\right] \right\} \). A basis of \(\operatorname{ker}\ T\) is \( \left\{ \left[\begin{array}{c}
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0 \\
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2 \\
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1
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\end{array}\right] \right\} \)
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\item The rank of \(T\) is \( 2 \), the nullity of \(T\) is \( 1 \), and the dimension of the domain of \(T\) is \( 3 \). The rank-nullity theorem asserts that \( 2 + 1 = 3 \), which we see to be true.
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\end{enumerate}
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\end{exerciseAnswer}
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\end{exercise}
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