[R] different results depending of variable position.
Ronaldo Reis Jr.
chrysopa at insecta.ufv.br
Tue Oct 14 11:14:34 CEST 2003
Hi,
I make an analysis and depending of the order of the variables, the
significance change, look.
m1 <- glm((infec/ntot)~idade+sexo+peso,family=binomial,weights=ntot)
> anova(m1,test="F")
Analysis of Deviance Table
Model: binomial, link: logit
Response: (infec/ntot)
Terms added sequentially (first to last)
Df Deviance Resid. Df Resid. Dev F Pr(>F)
NULL 80 83.234
idade 1 1.302 79 81.932 1.3020 0.2538510
sexo 1 9.137 78 72.796 9.1366 0.0025055 **
peso 1 12.937 77 59.859 12.9373 0.0003221 ***
---
Signif. codes: 0 `***' 0.001 `**' 0.01 `*' 0.05 `.' 0.1 ` ' 1
> m1 <- glm((infec/ntot)~sexo+peso+idade,family=binomial,weights=ntot)
> anova(m1,test="F")
Analysis of Deviance Table
Model: binomial, link: logit
Response: (infec/ntot)
Terms added sequentially (first to last)
Df Deviance Resid. Df Resid. Dev F Pr(>F)
NULL 80 83.234
sexo 1 8.278 79 74.956 8.2780 0.0040128 **
peso 1 11.171 78 63.785 11.1711 0.0008308 ***
idade 1 3.927 77 59.859 3.9268 0.0475237 *
---
Signif. codes: 0 `***' 0.001 `**' 0.01 `*' 0.05 `.' 0.1 ` ' 1
> m1 <- glm((infec/ntot)~peso+idade+sexo,family=binomial,weights=ntot)
> anova(m1,test="F")
Analysis of Deviance Table
Model: binomial, link: logit
Response: (infec/ntot)
Terms added sequentially (first to last)
Df Deviance Resid. Df Resid. Dev F Pr(>F)
NULL 80 83.234
peso 1 15.162 79 68.072 15.1623 9.865e-05 ***
idade 1 2.773 78 65.299 2.7731 0.09586 .
sexo 1 5.440 77 59.859 5.4405 0.01968 *
---
Signif. codes: 0 `***' 0.001 `**' 0.01 `*' 0.05 `.' 0.1 ` ' 1
> m1 <- glm((infec/ntot)~idade+peso+sexo,family=binomial,weights=ntot)
> anova(m1,test="F")
Analysis of Deviance Table
Model: binomial, link: logit
Response: (infec/ntot)
Terms added sequentially (first to last)
Df Deviance Resid. Df Resid. Dev F Pr(>F)
NULL 80 83.234
idade 1 1.302 79 81.932 1.3020 0.25385
peso 1 16.633 78 65.299 16.6334 4.534e-05 ***
sexo 1 5.440 77 59.859 5.4405 0.01968 *
---
Signif. codes: 0 `***' 0.001 `**' 0.01 `*' 0.05 `.' 0.1 ` ' 1
>
Why this?
How the best method to select the model (with idade or without idade)? AIC?
Thanks
Ronaldo
--
Entre dois pecados, eu sempre escolho o que ainda não cometi
--Mae West
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