Model with interaction
mod.cowles <- glm(volunteer ~ sex + neuroticism*extraversion,
data=Cowles, family=binomial)
summary(mod.cowles)
##
## Call:
## glm(formula = volunteer ~ sex + neuroticism * extraversion, family = binomial,
## data = Cowles)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.475 -1.060 -0.893 1.261 1.998
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -2.35821 0.50132 -4.70 2.6e-06 ***
## sexmale -0.24715 0.11163 -2.21 0.0268 *
## neuroticism 0.11078 0.03765 2.94 0.0033 **
## extraversion 0.16682 0.03772 4.42 9.7e-06 ***
## neuroticism:extraversion -0.00855 0.00293 -2.92 0.0036 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 1933.5 on 1420 degrees of freedom
## Residual deviance: 1897.4 on 1416 degrees of freedom
## AIC: 1907
##
## Number of Fisher Scoring iterations: 4
Effect plots
eff.cowles <- allEffects(mod.cowles,
xlevels=list(neuroticism=seq(0, 24, 6),
extraversion=seq(0, 24, 8)))
plot(eff.cowles, 'neuroticism:extraversion',
ylab="Prob(Volunteer)",
ticks=list(at=c(.1, .25, .5, .75, .9)),
layout=c(4,1), aspect=1)
![](data:image/png;base64,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)
plot(eff.cowles, 'neuroticism:extraversion',
multiline=TRUE,
ylab="Prob(Volunteer)",
key.args=list(x = .8, y = .9))
![](data:image/png;base64,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)
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