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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
    # I# B, W. s; m& w0 [9 @) s* g/ BScatter 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。/ ~4 g. v1 P6 P9 F% b; G4 p8 ?
    2. 用统计检验3 Q  Y' p4 K" }5 a2 t
    Heteroscedasticity——Testing and Correcting in SPSS.pdf Gwilym Pryce March 2002.doc (172.5 KB, 下载次数: 4)
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    % C  R4 Q. g4 K# tLevene’s Test
    0 n; e$ R: e% F, u2 }Goldfeld-Quandt Test' @# L/ g  O- ]$ O
    Breusch-Pagan Test
    4 X( X. P- Q! u1 [White‘s Test (比较常用来检验异方差)8 h' k  s& x0 B# N) R6 [2 d
    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)  ( I% Y2 n2 u' ^$ X3 x6 l! H
    (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) 6 f! L# K- R$ k& x, A" w" L/ t
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