(a) (b)
The ROC curve of LDA model for the seeds data using pROC. The shaded areas
tand for the confidence intervals, which are generated using the bootstrapping
a) The full ROC analysis. (b) The partial ROC analysis.
(a) (b)
he comparison of AUC distributions of two sets of the cross-validation models
for the seeds data. The legends show the standard deviation of 1,000 AUC
ach panel. (a) The distribution of the AUCs of the models constructed using the
ss-validation approach. (b) The distribution of the AUCs of the models
using the 10-fold cross-validation.
monstrate that the Jackknife test is robust, a comparison between
of K-fold cross-validation models was used here. One set of
were constructed by using the 3-fold cross-validation approach. It
ated for 1,000 times. The other set of models were constructed by
10-fold cross-validation approach. It was also repeated for 1,000
oth sets were based on the seeds data. Each classifier using either
oss-validation or 10-fold cross-validation was evaluated using the
lysis. It can be seen that when the fold number was increased, the