Linear Algebra and Its Applications (5th Edition)

Published by Pearson
ISBN 10: 032198238X
ISBN 13: 978-0-32198-238-4

Chapter 2 - Matrix Algebra - 2.4 Exercises - Page 124: 18

Answer

See explanation

Work Step by Step

$W=\left[\begin{array}{ll}X & x_{0}\end{array}\right]$ Get factor $W W^{T}$ : $W^{T} W=\left[\begin{array}{c}X^{T} \\ x_{0}^{T}\end{array}\right] \cdot\left[\begin{array}{ll}X & x_{0}\end{array}\right]=\left[\begin{array}{cc}X^{T} X & X^{T} x_{0} \\ x_{0}^{T} X & x_{0}^{T} x_{0}\end{array}\right]$ Use formula for $S$ from Exercise 15 : $S=x_{0}^{T} x_{0}-x_{0}^{T} X\left(X^{T} X\right)^{-1} X^{T} x_{0}$ $=x_{0}^{T}\left(I_{m}-X\left(X^{T} X\right)^{-1} X^{T}\right) x_{0}$ $=x_{0}^{T} M x_{0}$
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