I'm trying to calibrate some probabilities returned by different classifiers. I have plotted the
logloss of each one and I remark that the
logloss is always improved (
auc does not chance because I use monotonic function for the calibration).
Is there a result saying "that calibration always improve
logloss score" or did I have those score enhancement by chance ?