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Lecture3 Slide - The Department of Statistics and Applied Probability ...

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3<br />

Step one, continued<br />

• E |ξ in | 2 [<br />

= n −2 E |K h (X i − x) − EK h (X i − x)| 2<br />

= n −2 E {K h (X i − x)} 2 − {EK h (X i − x)} 2]<br />

•<br />

E {K h (X i − x)} 2 =<br />

∫<br />

K 2 h (u − x) f (u) du = 1 h 2 ∫<br />

K 2 ( u − x<br />

h<br />

)<br />

f (u) du<br />

ST5207 Nonparametric Regression, 27th January 2005

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