I'm using the partialPlot() function to build PDP of the classification random forests and coming across a question: Do values on y axis represent log(P/1-P) where P represents the probability of the outcome which is a binomial variable? If so, what should I report about this plot in the Results? Thanks.
Here's part of the codes:
rf.sb = randomForest(y ~ x1 + x13 +x14+ x15 + x2 + x3 + x4 + x5 + x6 + x7 +
+ x8, data = newsbrf,mtry = 3)
par(bg = "white")
partialPlot(x=rf.sb, pred.data = newsbrf, x.var=x13,
ylab = "logit(P) of polytherapy",xlab = "age(yrs)",
col= "coral", lwd = 2,which.class = "1",
xlim=c(5,50))
y represents the use of medications, "0" represents single medication and "1" represents multiple medications.
Here's the plot: