Lecture7 Slide - The Department of Statistics and Applied Probability ...
Lecture7 Slide - The Department of Statistics and Applied Probability ...
Lecture7 Slide - The Department of Statistics and Applied Probability ...
You also want an ePaper? Increase the reach of your titles
YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.
18<br />
Multivariate local linear estimation<br />
• <strong>The</strong> error decomposition for ˆm (x) is<br />
ˆm (x) − m (x) = e T 0<br />
(<br />
X T WX ) −1<br />
X T We+<br />
e T 0<br />
(<br />
X T WX ) −1<br />
X T Wm−m (x) e T 0<br />
(<br />
X T WX ) −1<br />
X T WXe 0<br />
−e T 0<br />
(<br />
X T WX ) −1<br />
X T W<br />
d∑<br />
α=1<br />
∂m<br />
∂x α<br />
(x) Xe α<br />
ST5207 Nonparametric Regression, 10th March 2005