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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-> Plots5 ]% i' u8 n7 y, e1 p- N
    Scatter plot of the standardised residuals on the standardised predicted values (ZRESID as  the Y variable, and ZPRED as the X variable; \) Z) u* `6 ?3 l& V, P3 G% H
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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。+ ?, }) m) N. c4 R/ @9 X- q
    2. 用统计检验
    + e# R, Q- v8 k0 Y* U: rHeteroscedasticity——Testing and Correcting in SPSS.pdf Gwilym Pryce March 2002.doc (172.5 KB, 下载次数: 4) / ~' Y  O$ g4 t: r+ ?, W

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    ' u8 g% a3 ^% eLevene’s Test
    % \& [+ j8 v: i: R+ G3 NGoldfeld-Quandt Test' B8 f: H9 X, r! z5 d
    Breusch-Pagan Test
    4 M8 n6 Q, Y, W! F$ P% C$ WWhite‘s Test (比较常用来检验异方差)  t* g1 g5 L- b% Q0 H: t9 Y9 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.

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    ·        Compare this value with c2 (n), i.e.with  c2 (2016)  4 W, Q$ _% ]/ b9 U$ ^
    (c2  is the symbol for theChi-Square distribution)
    : ?- {& m/ b8 c7 J3 k; k
    c2 (2016) = 124obtained from c2 table.            (For 955 confidence)              As n*R2  < c2 ,heteroskedasticity can not be confirmed.
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    * W7 e1 d, x9 P6 I4 R# t请参考:regression_explained_SPSS regression_explained_SPSS.doc (368 KB, 下载次数: 0) " e/ q& O; E& o: [3 D9 i
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