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利用spss进行异方差检验的方法,望借鉴

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    2014-1-11 14:06
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    发表于 2013-10-13 16:12 |只看该作者 |正序浏览
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    1. 用图表检验Analyze -> regression -> Linear-> Plots6 n3 j1 Q: _6 v
    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。3 r; b( K7 _0 \# o( |# P0 Y
    2. 用统计检验
    3 Q5 s+ R3 u0 j  C2 y4 Q! c" D  I, pHeteroscedasticity——Testing and Correcting in SPSS.pdf Gwilym Pryce March 2002.doc (172.5 KB, 下载次数: 4) , F2 i. z. P  X" R

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    " r, D6 f( m+ g0 z2 f( }Levene’s Test; r+ c) q9 Y% }' r4 t4 v
    Goldfeld-Quandt Test7 ?* a( H- y  n
    Breusch-Pagan Test" X# \) R) ?6 N" p& q! E
    White‘s Test (比较常用来检验异方差)6 m/ c/ \3 O  k1 X7 g2 p1 x
    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.
    ' R1 k1 I" l$ b/ W! a3 |$ a6 b
    ·        Compare this value with c2 (n), i.e.with  c2 (2016)  
    + J* s$ U9 i" C, z% \) q. v* o+ X(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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    请参考:regression_explained_SPSS regression_explained_SPSS.doc (368 KB, 下载次数: 0)
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