Accedmychevron_right11thchevron_rightmathchevron_rightMatrices And Determinantschevron_rightExercise 4.2

Solution

Recall:

  • If AA is m×nm\times n, then AATAA^T is m×mm\times m and ATAA^TA is n×nn\times n.

(i) A=[321213]A=\begin{bmatrix}-3&2&-1\\2&1&3\end{bmatrix}

First compute ATA^T:

AT=[322113]A^T=\begin{bmatrix}-3&2\\2&1\\-1&3\end{bmatrix}

Compute AATAA^T

AAT=[321213][322113]=[147714]AA^T= \begin{bmatrix}-3&2&-1\\2&1&3\end{bmatrix} \begin{bmatrix}-3&2\\2&1\\-1&3\end{bmatrix} = \begin{bmatrix} 14&-7\\ -7&14 \end{bmatrix} AAT=147714=1414(7)(7)=19649=147|AA^T|=\left|\begin{matrix}14&-7\\-7&14\end{matrix}\right|=14\cdot 14-(-7)(-7)=196-49=147

Compute ATAA^TA

ATA=[322113][321213]=[13494519110]A^TA= \begin{bmatrix}-3&2\\2&1\\-1&3\end{bmatrix} \begin{bmatrix}-3&2&-1\\2&1&3\end{bmatrix} = \begin{bmatrix} 13&-4&9\\ -4&5&1\\ 9&1&10 \end{bmatrix}

Compute ATA|A^TA| (expansion gives 00):

ATA=0\boxed{|A^TA|=0}

So:

AAT=147,ATA=0\boxed{|AA^T|=147,\quad |A^TA|=0}

(ii) A=[312213]A=\begin{bmatrix}3&1\\2&2\\1&3\end{bmatrix}

Then:

AT=[321123]A^T=\begin{bmatrix}3&2&1\\1&2&3\end{bmatrix}

Compute AATAA^T

AAT=[312213][321123]=[10868886810]AA^T= \begin{bmatrix}3&1\\2&2\\1&3\end{bmatrix} \begin{bmatrix}3&2&1\\1&2&3\end{bmatrix} = \begin{bmatrix} 10&8&6\\ 8&8&8\\ 6&8&10 \end{bmatrix}

This matrix has determinant 00:

AAT=0\boxed{|AA^T|=0}

Compute ATAA^TA

ATA=[321123][312213]=[14101014]A^TA= \begin{bmatrix}3&2&1\\1&2&3\end{bmatrix} \begin{bmatrix}3&1\\2&2\\1&3\end{bmatrix} = \begin{bmatrix} 14&10\\ 10&14 \end{bmatrix} ATA=14101014=196100=96|A^TA|=\left|\begin{matrix}14&10\\10&14\end{matrix}\right|=196-100=96

Therefore:

AAT=0,ATA=96\boxed{|AA^T|=0,\quad |A^TA|=96}