Each of the trees was trained and evaluated on a different, randomly selected training set test set pair.
Each of the t trees in the inner loop is trained and evaluated on a different, randomly selected training and test data sets.
The classification algorithms were evaluated on three training sets: one built for Android, another one built for Swing, and both together with the aim of choosing which alternative has the best performance.
The forecasting models are, thereafter, evaluated on their training data.
The perplexities of bigram and trigram word level language models evaluated on the training data and on the lyrics text of and databases are also presented in Table 6.
Given the classifier direction and a set of sample expression values and associated classes, classifier sensitivity and specificity (as evaluated on the training data) are monotonic functions of the classifier threshold value.
Each DT is evaluated on the training set and its fitness (balanced accuracy) is recorded.
(a) Virtual heatmap depicting results of cross-validation analysis for all class prediction algorithms evaluated on the training series for medulloblastoma subgroup prediction accuracy.
In brief, we eliminated non-linear terms for iPSA and hK2 on the grounds that they substantially increased model complexity yet, when evaluated on the training set, did not markedly improve predictive accuracy.
Each of the three resulting features were evaluated on the training set using linear discriminant analysis in SPSS for Windows statistical package (Version 14.0, SPSS Inc., Chicago, IL, USA).
