[R] Wilcoxon versus glm
Göran Broström
gb at stat.umu.se
Mon Feb 25 18:52:14 CET 2002
On Mon, 25 Feb 2002, Dominik Grathwohl wrote:
> Hi all,
> running the following code:
> > n <- 25
> > y0 <- rpois(n, 0.04)
> > y1 <- rpois(n, 0.34)
> >
> > resp <- c(y0, y1)
> > group <- c(rep(0,n), rep(1,n))
> >
> > wilcox.test(y0, y1)
>
> Wilcoxon rank sum test with continuity
> correction
>
> data: y0 and y1
> W = 250, p-value = 0.02074
> alternative hypothesis: true mu is not equal to 0
>
> Warning message:
> Cannot compute exact p-value with ties in:
> wilcox.test.default(y0, y1)
> >
> > glm.M1 <- glm(resp ~ group, family=poisson())
> > summary(glm.M1)
>
> Call:
> glm(formula = resp ~ group, family = poisson())
>
> Deviance Residuals:
> Min 1Q Median 3Q
> Max
> -0.692820 -0.692820 -0.004968 -0.004968
> 2.227342
>
> Coefficients:
> Estimate Std. Error z value Pr(>|z|)
> (Intercept) -11.303 34.531 -0.327 0.743
> group 9.875 34.533 0.286 0.775
>
> (Dispersion parameter for poisson family taken to
> be 1)
>
> Null deviance: 28.216 on 49 degrees of
> freedom
> Residual deviance: 19.899 on 48 degrees of
> freedom
> AIC: 34.512
>
> Number of Fisher Scoring iterations: 9
>
> I would interpretate this that the Wilcoxon detect
> a group difference, while glm not. I expected the
> beta for the group greater than zero.
> Can somebody explain me such an difference of two
> methods of rejecting a hypothesis? Where am I
> wrong?
If you take a look at your simulated data, you will probably guess the
answer.
>
> Regards,
>
> Dominik
>
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--
Göran Broström tel: +46 90 786 5223
professor fax: +46 90 786 6614
Department of Statistics http://www.stat.umu.se/egna/gb/
Umeå University
SE-90187 Umeå, Sweden e-mail: gb at stat.umu.se
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