Options: -P 100 -I 100 -num-slots 1 -K 0 -M 1.0 -V 0.001 -S 1 

=== Classifier model (full training set) ===

RandomForest

Bagging with 100 iterations and base learner

weka.classifiers.trees.RandomTree -K 0 -M 1.0 -V 0.001 -S 1 -do-not-check-capabilities

Time taken to build model: 2.32 seconds

Time taken to test model on training data: 0.36 seconds

=== Error on training data ===

Correctly Classified Instances          42              100      %
Incorrectly Classified Instances         0                0      %
Kappa statistic                          1     
Mean absolute error                      0.0648
Root mean squared error                  0.0857
Relative absolute error                 15.0352 %
Root relative squared error             18.5325 %
Total Number of Instances               42     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     normal
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     larynx_squamous_cell_carcinoma
Weighted Avg.    1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     


=== Confusion Matrix ===

  a  b   <-- classified as
 13  0 |  a = normal
  0 29 |  b = larynx_squamous_cell_carcinoma

Time taken to perform cross-validation: 6.97 seconds


=== Stratified cross-validation ===

Correctly Classified Instances          41               97.619  %
Incorrectly Classified Instances         1                2.381  %
Kappa statistic                          0.9431
Mean absolute error                      0.2164
Root mean squared error                  0.2446
Relative absolute error                 49.9451 %
Root relative squared error             52.7341 %
Total Number of Instances               42     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,923    0,000    1,000      0,923    0,960      0,945    1,000     1,000     normal
                 1,000    0,077    0,967      1,000    0,983      0,945    1,000     1,000     larynx_squamous_cell_carcinoma
Weighted Avg.    0,976    0,053    0,977      0,976    0,976      0,945    1,000     1,000     


=== Confusion Matrix ===

  a  b   <-- classified as
 12  1 |  a = normal
  0 29 |  b = larynx_squamous_cell_carcinoma