I implemented a logistic regression in R and got the following plot. Can anybody help me interpret it or introduce me to some good resources which can assist me?
Dear Farideh,
See the attached file, for preliminary interpratation.. for more detailed, I shall provide you more files. Keep me updated.
_Best
faraways "practical regression" is a helpful ressource on regression and regression diagnostics. http://cran.r-project.org/doc/contrib/Faraway-PRA.pdf
Take a look here, it is written in R:
http://nlp.stanford.edu/~manning/courses/ling289/logistic.pdf
And another better example here:
http://ww2.coastal.edu/kingw/statistics/R-tutorials/logistic.html
Your plots perform residual analysis and diagnostics for regression.
But for diagnostics of logistic regeression those plots are not quite appropriate (more hard to interpret).
Diagnostics and model checking for logistic regression for practical use:
http://courses.washington.edu/b515/l14.pdf
http://support.sas.com/documentation/cdl/en/statug/65328/HTML/default/viewer.htm#statug_logistic_examples06.htm
Note, that interpretation of the parameters and regression diagnostics are different things.
For plotting the estimated effects in the model, try the effects package.
library(effects)
plot(allEffects(yourmodel))
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