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

ZeroR predicts class value: JMML_LIN28_high

Time taken to build model: 0.02 seconds

Time taken to test model on training data: 0.55 seconds

=== Error on training data ===

Correctly Classified Instances          20               44.4444 %
Incorrectly Classified Instances        25               55.5556 %
Kappa statistic                          0     
Mean absolute error                      0.3172
Root mean squared error                  0.3953
Relative absolute error                100      %
Root relative squared error            100      %
Total Number of Instances               45     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,000    0,000    ?          0,000    ?          ?        0,500     0,400     JMML_LIN28_low
                 1,000    1,000    0,444      1,000    0,615      ?        0,500     0,444     JMML_LIN28_high
                 0,000    0,000    ?          0,000    ?          ?        0,500     0,022     MML_LIN28_high
                 0,000    0,000    ?          0,000    ?          ?        0,500     0,133     normal
Weighted Avg.    0,444    0,444    ?          0,444    ?          ?        0,500     0,376     


=== Confusion Matrix ===

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

Time taken to perform cross-validation: 0.68 seconds


=== Stratified cross-validation ===

Correctly Classified Instances          20               44.4444 %
Incorrectly Classified Instances        25               55.5556 %
Kappa statistic                          0     
Mean absolute error                      0.3199
Root mean squared error                  0.3963
Relative absolute error                100      %
Root relative squared error            100      %
Total Number of Instances               45     


=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,000    0,000    ?          0,000    ?          ?        0,500     0,400     JMML_LIN28_low
                 1,000    1,000    0,444      1,000    0,615      ?        0,470     0,431     JMML_LIN28_high
                 0,000    0,000    ?          0,000    ?          ?        0,159     0,022     MML_LIN28_high
                 0,000    0,000    ?          0,000    ?          ?        0,500     0,133     normal
Weighted Avg.    0,444    0,444    ?          0,444    ?          ?        0,479     0,370     


=== Confusion Matrix ===

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