Differential Equations and Linear Algebra (4th Edition)

Published by Pearson
ISBN 10: 0-32196-467-5
ISBN 13: 978-0-32196-467-0

Chapter 5 - Inner Product Spaces - 5.4 Least Squares Approximation - Problems - Page 375: 7

Answer

The equation of the least squares line associated with the given set of data points is $y=\frac{-11}{114}x+\frac{7}{5}$

Work Step by Step

The matrices can be formed as: $A=\begin{bmatrix} -7& 1 \\ -4& 1 \\ 2 & 1\\ 3& 1\\ 6 & 1 \end{bmatrix} \rightarrow A^T=\begin{bmatrix} -7& -4&2&3&6 \\ 1 & 1&1 &1&1\\\end{bmatrix}$ $x=\begin{bmatrix} a \\ b \\ \end{bmatrix}$ $b=\begin{bmatrix} 3\\ 0\\ -1 \\ 6\\ -1 \end{bmatrix}$ Apply matrices to the least square solution: $x_0=(A^TA)^{-1}A^Tb$ $=(\begin{bmatrix} -7& -4&2&3&6 \\ 1 & 1&1 &1&1\\\end{bmatrix}\begin{bmatrix} -7& 1 \\ -4& 1 \\ 2 & 1\\ 3& 1\\ 6 & 1 \end{bmatrix})^{-1}\begin{bmatrix} -7& -4&2&3&6 \\ 1 & 1&1 &1&1\\\end{bmatrix} \begin{bmatrix} 3\\ 0\\ -1 \\ 6\\ -1 \end{bmatrix}$ $=\begin{bmatrix} 114 &0\\ 0&5 \end{bmatrix}^{-1}\begin{bmatrix} -7& -4&2&3&6 \\ 1 & 1&1 &1&1\\\end{bmatrix}\begin{bmatrix} 3\\ 0\\ -1 \\ 6\\ -1 \end{bmatrix}$ $=\frac{1}{570}\begin{bmatrix} 5 & 0\\ 0& 114 \end{bmatrix}\begin{bmatrix} -7& -4&2&3&6 \\ 1 & 1&1 &1&1\\\end{bmatrix}\begin{bmatrix} 3\\ 0\\ -1 \\ 6\\ -1 \end{bmatrix}$ $=\frac{1}{570}\begin{bmatrix} -35 &-20&10&15&30 \\ 114& 114 &114&114&114 \end{bmatrix}\begin{bmatrix} 3\\ 0\\ -1 \\ 6\\ -1 \end{bmatrix}$ $=\frac{1}{570}\begin{bmatrix} -55 \\ 798 \end{bmatrix}$ $=\begin{bmatrix} \frac{-11}{114} \\ \frac{7}{5} \end{bmatrix}$ The equation of the least squares line associated with the given set of data points is $y=\frac{-11}{114}x+\frac{7}{5}$
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