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: 4.09 seconds

Time taken to test model on training data: 0.57 seconds

=== Error on training data ===

Correctly Classified Instances          45              100      %
Incorrectly Classified Instances         0                0      %
Kappa statistic                          1     
Mean absolute error                      0.1066
Root mean squared error                  0.1409
Relative absolute error                 33.589  %
Root relative squared error             35.6526 %
Total Number of Instances               45     


=== 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     JMML_LIN28_low
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     JMML_LIN28_high
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     MML_LIN28_high
                 1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     normal
Weighted Avg.    1,000    0,000    1,000      1,000    1,000      1,000    1,000     1,000     


=== Confusion Matrix ===

  a  b  c  d   <-- classified as
 18  0  0  0 |  a = JMML_LIN28_low
  0 20  0  0 |  b = JMML_LIN28_high
  0  0  1  0 |  c = MML_LIN28_high
  0  0  0  6 |  d = normal

Time taken to perform cross-validation: 11.4 seconds


=== Stratified cross-validation ===

Correctly Classified Instances          17               37.7778 %
Incorrectly Classified Instances        28               62.2222 %
Kappa statistic                         -0.0871
Mean absolute error                      0.306 
Root mean squared error                  0.3924
Relative absolute error                 95.6445 %
Root relative squared error             99.034  %
Total Number of Instances               45     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,278    0,444    0,294      0,278    0,286      -0,168   0,503     0,460     JMML_LIN28_low
                 0,600    0,640    0,429      0,600    0,500      -0,041   0,538     0,501     JMML_LIN28_high
                 0,000    0,000    ?          0,000    ?          ?        0,182     0,022     MML_LIN28_high
                 0,000    0,000    ?          0,000    ?          ?        0,919     0,733     normal
Weighted Avg.    0,378    0,462    ?          0,378    ?          ?        0,567     0,505     


=== Confusion Matrix ===

  a  b  c  d   <-- classified as
  5 13  0  0 |  a = JMML_LIN28_low
  8 12  0  0 |  b = JMML_LIN28_high
  0  1  0  0 |  c = MML_LIN28_high
  4  2  0  0 |  d = normal