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: 6

Answer

The equation of the least squares line associated with the given set of data points is $y=\frac{6}{5}x+\frac{7}{5}$

Work Step by Step

The matrices can be formed as: $A=\begin{bmatrix} 0& 1 \\ 1& 1 \\ 2 & 1\\ 4 & 1 \end{bmatrix} \rightarrow A^T=\begin{bmatrix} 0& 1&2&4 \\ 1 & 1&1 &1\\\end{bmatrix}$ $x=\begin{bmatrix} a \\ b \\ \end{bmatrix}$ $b=\begin{bmatrix} 3\\ -1\\ 6 \\ 6 \end{bmatrix}$ Apply matrices to the least square solution: $x_0=(A^TA)^{-1}A^Tb$ $=(\begin{bmatrix} 0& 1&2&4 \\ 1 & 1&1 &1\\\end{bmatrix}\begin{bmatrix} 0& 1 \\ 1& 1 \\ 2 & 1\\ 4 & 1 \end{bmatrix})^{-1}\begin{bmatrix} 0& 1&2&4 \\ 1 & 1&1 &1\\\end{bmatrix} \begin{bmatrix} 3\\ -1\\ 6 \\ 6 \end{bmatrix}$ $=\begin{bmatrix} 21 &7\\ 7&4 \end{bmatrix}^{-1}\begin{bmatrix} 0& 1&2&4 \\ 1 & 1&1 &1\\\end{bmatrix}\begin{bmatrix} 3\\ -1\\ 6 \\ 6 \end{bmatrix}$ $=\frac{1}{35}\begin{bmatrix} 4 & -7 \\ -7& 21 \end{bmatrix}\begin{bmatrix} 0& 1&2&4 \\ 1 & 1&1 &1\\\end{bmatrix}\begin{bmatrix} 3\\ -1\\ 6 \\ 6 \end{bmatrix}$ $=\frac{1}{35}\begin{bmatrix} -7 &-3&1&9 \\ 21& 14 &7&-7 \end{bmatrix}\begin{bmatrix} 3 \\ -1 \\ 6 \\ 6 \end{bmatrix}$ $=\frac{1}{35}\begin{bmatrix} 42 \\ 49 \end{bmatrix}$ $=\begin{bmatrix} \frac{6}{5} \\ \frac{7}{5} \end{bmatrix}$ The equation of the least squares line associated with the given set of data points is $y=\frac{6}{5}x+\frac{7}{5}$
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