Time taken to test model on training data: 0.73 seconds

=== Error on training data ===

Correctly Classified Instances          45              100      %
Incorrectly Classified Instances         0                0      %
Kappa statistic                          1     
Mean absolute error                      0.25  
Root mean squared error                  0.3118
Relative absolute error                 78.8063 %
Root relative squared error             78.8788 %
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: 1.44 seconds


=== Stratified cross-validation ===

Correctly Classified Instances          26               57.7778 %
Incorrectly Classified Instances        19               42.2222 %
Kappa statistic                          0.2881
Mean absolute error                      0.2944
Root mean squared error                  0.376 
Relative absolute error                 92.0327 %
Root relative squared error             94.8828 %
Total Number of Instances               45     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,500    0,296    0,529      0,500    0,514      0,206    0,646     0,497     JMML_LIN28_low
                 0,700    0,440    0,560      0,700    0,622      0,260    0,628     0,527     JMML_LIN28_high
                 0,000    0,000    ?          0,000    ?          ?        0,398     0,022     MML_LIN28_high
                 0,500    0,000    1,000      0,500    0,667      0,681    0,904     0,694     normal
Weighted Avg.    0,578    0,314    ?          0,578    ?          ?        0,667     0,526     


=== Confusion Matrix ===

  a  b  c  d   <-- classified as
  9  9  0  0 |  a = JMML_LIN28_low
  6 14  0  0 |  b = JMML_LIN28_high
  0  1  0  0 |  c = MML_LIN28_high
  2  1  0  3 |  d = normal