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利用spss进行异方差检验的方法,望借鉴

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    奋斗
    2014-1-11 14:06
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    发表于 2013-10-13 16:12 |只看该作者 |倒序浏览
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    1. 用图表检验Analyze -> regression -> Linear-> Plots, }! y- M6 l) C& G7 c" ?# X
    Scatter plot of the standardised residuals on the standardised predicted values (ZRESID as  the Y variable, and ZPRED as the X variable
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    7 Z. A+ h4 b( i# S. E如果图表显示有可能存在异方差,需要用统计检验来进一步检测异方差是否确实存在。* l& a$ [5 O: e1 v" p; E
    2. 用统计检验! E5 B' g- b3 f" t1 R
    Heteroscedasticity——Testing and Correcting in SPSS.pdf Gwilym Pryce March 2002.doc (172.5 KB, 下载次数: 4)
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    - @; O! |! m& u* C3 N( v7 MLevene’s Test
    , Y) v, ^  e; L* qGoldfeld-Quandt Test! ], B+ J1 l4 {$ f
    Breusch-Pagan Test" ]5 N3 J3 X$ ^7 q; A0 W
    White‘s Test (比较常用来检验异方差)+ F) n) y! Z) p3 A" ]0 A; A
    Assume you want to run a regression of wage on age, work experience,education, gender, and a dummy for sectorofemployment (whether employed in the public sector).
    wage = function(age, workexperience, education, gender, sector)
    or, as your textbook will have it,
    wage = b1 + b2*age + b3*work experience+ b4*education + b5*gender + b6*sector
    The White’s test is usually used as a test for heteroskedasticity.  In this test, a regression of the squares ofthe residuals is run on the variables suspected of causing theheteroskedasticity, their squares, and cross products.
    (residuals)2 = b0 + b1 educ + b2 work_ex+ b3 (educ)2  + b4 (work_ex)2 + b5(educ*work_ex)
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    White’s Test
    ·        Calculate n*R2                            à              R2  = 0.037, n=2016           à    Thus, n*R2 = .037*2016 = 74.6.

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    ·        Compare this value with c2 (n), i.e.with  c2 (2016)  
    $ t* g7 |+ X- Z(c2  is the symbol for theChi-Square distribution)

    : ^4 \1 J! i, n. Z
    c2 (2016) = 124obtained from c2 table.            (For 955 confidence)              As n*R2  < c2 ,heteroskedasticity can not be confirmed.
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    9 H0 h+ T) [( l2 y- p2 O请参考:regression_explained_SPSS regression_explained_SPSS.doc (368 KB, 下载次数: 0) , U0 c3 L2 b& Z. [  b; w
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