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Lecture7 Slide - The Department of Statistics and Applied Probability ...

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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

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