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 - 5.5 Chapter Review - Additional Problems - Page 377: 16

Answer

$y=-\frac{64}{35} x+\frac{23}{7} $

Work Step by Step

The matrices can be formed as: $A=\begin{bmatrix} -1 & 1 \\ 1& 1 \\ 2 & 1\\ 3 &1 \end{bmatrix}$ $x=\begin{bmatrix} a \\ b \end{bmatrix}$ $b=\begin{bmatrix} 5\\ 1\\ 1 \\ -3 \end{bmatrix}$ Apply matrices to the least square solution: $x_0=(A^TA)^{-1}A^Tb$ $=(\begin{bmatrix} -1& 1& 2 & 3 \\ 1 & 1 & 1 & 1 \end{bmatrix} \begin{bmatrix} -1 & 1 \\ 1& 1 \\ 2 & 1\\ 3 &1 \\ \end{bmatrix})^{-1} \begin{bmatrix} -1& 1& 2 & 3 \\ 1 & 1 & 1 & 1 \end{bmatrix}\begin{bmatrix} 5\\ 1 \\ 2 \\ -3 \end{bmatrix}$ $=\begin{bmatrix} 15 & 5\\ 5 & 4 \end{bmatrix}^{-1} \begin{bmatrix} -1& 1 & 2 & 3\\ 1 & 1 & 1 & 1\\ \end{bmatrix} \begin{bmatrix} 5\\ 1 \\ 1\\ -3 \end{bmatrix}$ $=\frac{1}{35}\begin{bmatrix} 4 & -5\\ -5 & 15 \end{bmatrix} \begin{bmatrix} -1& 1 & 2 & 3\\ 1 & 1 & 1 & 1\\ \end{bmatrix} \begin{bmatrix} 5\\ 1 \\ 2 \\ -3 \end{bmatrix}$ $=\frac{1}{35}\begin{bmatrix} -9& -1& 3 & 7\\ 20& 10 & 5 & 0\\ \end{bmatrix}\begin{bmatrix} 5\\ 1 \\ 1\\ -3 \end{bmatrix}$ $=\frac{1}{35}\begin{bmatrix} -64 \\ 115 \end{bmatrix}$ $=\begin{bmatrix} \frac{-64}{35} \\ \frac{23}{7} \end{bmatrix}$ The equation of the least squares line associated with the given set of data points is $y=-\frac{64}{35} x+\frac{23}{7} $
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