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利用spss进行异方差检验的方法,望借鉴

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  • TA的每日心情
    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' P2 n- o) r8 E! n
    Scatter plot of the standardised residuals on the standardised predicted values (ZRESID as  the Y variable, and ZPRED as the X variable9 p- Z( E' ?! @2 p& g6 k) z
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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。8 H% y4 _: @; v! U# o
    2. 用统计检验
    ! V5 w5 k  v' iHeteroscedasticity——Testing and Correcting in SPSS.pdf Gwilym Pryce March 2002.doc (172.5 KB, 下载次数: 4)
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    / C5 Q2 B: x2 C0 ~$ g; u$ rLevene’s Test/ N4 i% w! d9 v3 {& R
    Goldfeld-Quandt Test2 F. u- P  D2 B* u, S0 S
    Breusch-Pagan Test: K! w2 N/ m- C8 C" V4 k
    White‘s Test (比较常用来检验异方差)1 L3 [4 I6 B6 N: r
    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)  / n4 ]' C! k9 h" A" v4 t8 P
    (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) 2 f, P; t' S3 C; N' S
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