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: 15

Answer

$y=\frac{11}{10} x-\frac{9}{5} $

Work Step by Step

The matrices can be formed as: $A=\begin{bmatrix} 0 & 1 \\ 1& 1 \\ 2 & 1\\ 3 &1 \\ 4 & 1 \end{bmatrix}$ $x=\begin{bmatrix} a \\ b \end{bmatrix}$ $b=\begin{bmatrix} -2\\ -1\\ 1 \\ 2 \\ 2 \end{bmatrix}$ Apply matrices to the least square solution: $x_0=(A^TA)^{-1}A^Tb$ $=(\begin{bmatrix} 0& 1& 2 & 3 & 4\\ 1 & 1 & 1 & 1 & 1\\ \end{bmatrix} \begin{bmatrix} 0 & 1 \\ 1& 1 \\ 2 & 1\\ 3 &1 \\ 4 & 1 \end{bmatrix})^{-1} \begin{bmatrix} 0& 1& 2 & 3 & 4\\ 1 & 1 & 1 & 1 & 1\\ \end{bmatrix}\begin{bmatrix} -2\\ -1\\ 1 \\ 2 \\ 2 \end{bmatrix}$ $=\begin{bmatrix} 30 & 10\\ 10 & 5 \end{bmatrix}^{-1} \begin{bmatrix} 0& 1& 2 & 3 & 4\\ 1 & 1 & 1 & 1 & 1\\ \end{bmatrix} \begin{bmatrix} -2\\ -1\\ 1 \\ 2 \\ 2 \end{bmatrix}$ $=\frac{1}{10}\begin{bmatrix} 1 & -2\\ -2 & 6 \end{bmatrix} \begin{bmatrix} 0& 1& 2 & 3 & 4\\ 1 & 1 & 1 & 1 & 1\\ \end{bmatrix} \begin{bmatrix} -2\\ -1\\ 1 \\ 2 \\ 2 \end{bmatrix}$ $=\frac{1}{10}\begin{bmatrix} -2& -1& 0 & 1 & 2\\ 6 & 4 & 2 & 0 & -2\\ \end{bmatrix}\begin{bmatrix} -2\\ -1\\ 1 \\ 2\\ 2 \end{bmatrix}$ $=\frac{1}{10}\begin{bmatrix} 11 \\ -18 \end{bmatrix}$ $=\begin{bmatrix} \frac{11}{10} \\ \frac{-9}{5} \end{bmatrix}$ The equation of the least squares line associated with the given set of data points is $y=\frac{11}{10} x-\frac{9}{5} $
Update this answer!

You can help us out by revising, improving and updating this answer.

Update this answer

After you claim an answer you’ll have 24 hours to send in a draft. An editor will review the submission and either publish your submission or provide feedback.