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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-> Plots6 C4 `' \5 x4 l; V& e# o" 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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    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。
      |) {' n! F5 b( T* L2. 用统计检验
    / B# t4 \! c' S" |1 a4 MHeteroscedasticity——Testing and Correcting in SPSS.pdf Gwilym Pryce March 2002.doc (172.5 KB, 下载次数: 4) 8 P4 [4 Q$ {0 B8 b8 J

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    3 ^2 a% i) n$ U! \+ z$ |Levene’s Test, k* f1 A" o5 t" I, G9 j
    Goldfeld-Quandt Test; F5 ^6 P% U& {2 A
    Breusch-Pagan Test6 t$ E" Z8 t2 u/ b* A0 A3 G
    White‘s Test (比较常用来检验异方差)
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    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)  1 B, X1 G9 l, Y( z% q
    (c2  is the symbol for theChi-Square distribution)

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    c2 (2016) = 124obtained from c2 table.            (For 955 confidence)              As n*R2  < c2 ,heteroskedasticity can not be confirmed.
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    8 I) l! L  X4 h( I4 L请参考:regression_explained_SPSS regression_explained_SPSS.doc (368 KB, 下载次数: 0) 5 j2 _2 c9 j' X3 F6 ?/ s1 x
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