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标题: 利用spss进行异方差检验的方法,望借鉴 [打印本页]
作者: 馨冉回忆 时间: 2013-10-13 16:12
标题: 利用spss进行异方差检验的方法,望借鉴
1. 用图表检验Analyze -> regression -> Linear-> Plots" `0 V# A* H1 A, `( N* g O
Scatter plot of the standardised residuals on the standardised predicted values (ZRESID as the Y variable, and ZPRED as the X variable X$ I }4 V7 G( g* ^& s$ ]! y4 G
# B' u N% G+ t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。
' S3 d2 l9 E! U1 U- S2. 用统计检验% U6 ^( K7 t8 b0 ~: t% o; w
Heteroscedasticity——Testing and Correcting in SPSS.pdf
Gwilym Pryce March 2002.doc
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$ }7 j. [, r- G5 r( PLevene’s Test
# x9 r9 Q5 U+ n5 G7 @Goldfeld-Quandt Test
, n: j# P0 N& h$ i8 P8 bBreusch-Pagan Test$ C1 p0 I" ?( n: p. D5 O1 [. I
White‘s Test (比较常用来检验异方差), t, J2 [ _) G& h! e2 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.
! L- K# x6 e" p7 O( c2 W" q. d/ y· Compare this value with c2 (n), i.e.with c2 (2016)
( K$ a! E4 K Y9 g(c2 is the symbol for theChi-Square distribution)
, w T. z9 M; I5 |9 c2 J8 z$ tc2 (2016) = 124obtained from c2 table. (For 955 confidence) As n*R2 < c2 ,heteroskedasticity can not be confirmed.
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( k. K* c0 [# I o( z: C+ L请参考:regression_explained_SPSS
regression_explained_SPSS.doc
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