简单线性回归模型 最小方差性的证明:
一、 ki?xi?xi2,得出相关的一些性质:
1、?ki?0 (证明:?ki??x?xi2?i?(X?X)?nX?nX?x?xi22ii?0)
2、?ki2?1?ixi2 (证明:?ki??1(证明:
xi2?(xi?x2i)?2?(xi22i?x)2?1?xi2)
3、?kixi??kX?kxiii???x2ixi??X)?xi22i?x?1
?k
ixi??k(iX?i?kX?iiX?ik??ik0?Xi??k) Xii二、其次,根据wi?1n?Xki,得出相关的一些性质:
1、?wi?1(证明:?wi??(1n?Xki)?1?X?ki?1?0?1 )
2、?wiXi?0(证明:?wiXi?
?(1n?Xki)Xi??Xni?X?kiXi?X?X?0)
三、最后,,最小方差性的证明:(?1指β1帽)
?Var(?1)?Var(?kiYi)?Var{?ki(?0??1Xi?ui)}?Var(?0?ki??1?kiXi??Var(?1??
??ku)ii??kiui)?Var(?kiui)??xi?2x???i?????22?2kiVar(ui)2
?ki?22???2?xi
Var(?0)?Var(?wiYi)?Var??wi(?0??1Xi?ui)??Var(?0?wi??1?wiXi??Var(?0???ii??wuiiii)?wu)?Var(?wu22)?Xki)?22?wiVar(ui)??wi?2??2(1n21222{()?Xk?Xki}??nin
22212?{?()?n?(nn1n2?2n2nXki?2?Xki}?2?XX?2ki?X?i?xi?2x??i?22i??)???2?(??x)?2i2??Xn?x?2