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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
    8 R, v: {* M1 ^' Y6 ?6 |Scatter plot of the standardised residuals on the standardised predicted values (ZRESID as  the Y variable, and ZPRED as the X variable* ~- R  ]7 o5 y0 I

    4 s+ {2 X4 l9 p# Q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。: Q0 i6 o3 S: h$ f* h, B5 |( i
    2. 用统计检验+ l1 N) z1 N* `$ g
    Heteroscedasticity——Testing and Correcting in SPSS.pdf Gwilym Pryce March 2002.doc (172.5 KB, 下载次数: 4)
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    6 T1 b1 j+ e1 f4 ]  D* l* H* `" s2 `: ?( E6 {# `
    Levene’s Test. B6 B* ^8 C4 b' y- o0 Z
    Goldfeld-Quandt Test
    ! `/ n- L9 _+ ]' fBreusch-Pagan Test
    8 ?( d& R( m6 C0 `% q, v+ s( cWhite‘s Test (比较常用来检验异方差)
    ) W% L; m/ }% I+ E7 X0 [
    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)
    3 x6 L; @& a7 K' T; J* O% Q' `

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    White’s Test
    ·        Calculate n*R2                            à              R2  = 0.037, n=2016           à    Thus, n*R2 = .037*2016 = 74.6.
    ) \0 u3 F+ b! {. D
    ·        Compare this value with c2 (n), i.e.with  c2 (2016)  
    ( h3 o- z7 p: ]) s8 U! u(c2  is the symbol for theChi-Square distribution)
    1 m. E# `* M9 T, l/ @
    c2 (2016) = 124obtained from c2 table.            (For 955 confidence)              As n*R2  < c2 ,heteroskedasticity can not be confirmed.

    2 X7 u, B; S2 ~" p3 J. p$ w
    8 A2 z( y* ~. H# c) s请参考:regression_explained_SPSS regression_explained_SPSS.doc (368 KB, 下载次数: 0) / ~, n, O* U0 ^1 I( ^
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